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How many license plate readers mapped in the USA will be displayed by DeFlock.org on November 1, 2026?
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{"question": "How many license plate readers mapped in the USA will be displayed by DeFlock.org on November 1, 2026?", "source_name": "DeFlock.org count of LPRs mapped in the USA", "urls": ["https://deflock.org/", "https://deflock.org/map"]}
web_search
{"queries": ["DeFlock \"license plate readers mapped\" count 2026", "DeFlock map number of ALPR cameras mapped USA milestone", "web.archive.org deflock.org LPRs mapped in the USA"]}
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{"queries": ["DeFlock", "Flock Safety"]}
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key factors
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report: current state
- [2026-10-07] Third-party tracker deflocktheusa.com (which mirrors DeFlock's OpenStreetMap-sourced camera data) reported Updated Oct 7, 2026 · 143,886 cameras on the map today across the US, up from 143,475 Flock Safety and ALPR cameras reported across every U.S. state and territory as of Oct 4, 2026 — a gain of ~411 cameras (~137/day) in three days. https://deflocktheusa.com/the-map/ - [2026-10-07] A direct DeFlock reference in reporting on the same day stated The anti-surveillance group DeFlock has mapped more than 143,000 ALPR cameras across the lower 48 states. https://truthout.org/articles/progressives-and-republicans-introduce-competing-bills-to-rein-in-flock-cameras - [2026-10-02] Reporting on the Flock Surveillance Map (a separate, non-DeFlock project by researcher Joshua Michael) noted DeFlock's own figure was cited as: Deflock.org, a crowd-sourced mapping tool that keeps track of the automated license plate recognition (ALPR) devices, says that of the 142,000+ it knows of, including those from Motorola, Axon, and other brands, Flock owns 81 percent of them. https://carscoops.com/2026/10/researcher-maps-300000-flock-devices-then-flock-tries-to-take-it-down - [2026-08-28] (35 days before query date) a national report stated More than 135,000 automated license plate-recognition cameras have been identified nationwide, and four of every five of those are made by Flock Safety, according to crowdsourced data from DeFlock.org. https://abcnews.com/US/flock-cameras-trigger-nationwide-backlash-privacy-concerns-police/story?id=136084771 - [2026-08-09] An independent audit of the underlying OpenStreetMap data (the same dataset DeFlock renders) found: As of 9 August 2026, OpenStreetMap carried 138,351 features tagged as ALPRs worldwide, 127,878 of them in the United States , and noted That is roughly an eight-fold rise in the seventeen months since the EFF figure. https://stateofsurveillance.org/guides/basic/what-is-deflock/ - [2025-02-26] One year-ago baseline (per EFF, cited by the same source): When EFF wrote about the project on 26 February 2025, DeFlock had "mapped out more than 16,000 individual camera locations, more than a third of which are Flock Safety devices" . No DeFlock-specific figure for October 2025 was found directly, but the trajectory (16K in Feb 2025 → ~128K by Aug 2026) shows explosive, accelerating growth over the past 20 months. https://stateofsurveillance.org/guides/basic/what-is-deflock/ - [2026-09-??] An industry/statistics summary estimated the mid-2026 trajectory as: The crowdsourced DeFlock.org mapping project, which combines public submissions with OpenStreetMap data, documented roughly 119,000 readers nationwide in August 2026, a figure that climbed to more than 135,000 by early September , implying average growth of several thousand cameras per week during that stretch. https://www.theglobalstatistics.com/flock-ai-camera-statistics-in-us/ - [2026-10-07] Official DeFlock.org homepage (deflock.org) is a JavaScript single-page application; fetching it directly returns only metadata (title "DeFlock", description "DeFlock is an open-source project that maps license plate readers across the US"), with the live number rendered client-side via the map/API rather than exposed in static HTML — confirming the resolution source itself does not publish a simple numeric API endpoint accessible via basic fetch. https://deflock.org/ - [2026-10-07] A third-party comparison site using the same underlying OSM/DeFlock dataset separately reported 150,071 cameras mapped , slightly higher than deflocktheusa.com's 143,886 for the same week — indicating roughly 143,000–150,000 is the current plausible band depending on exact extraction method/snapshot timing, though the question's resolution source is DeFlock.org itself rather than these mirrors. https://flockcameralocations.com/flock-camera-maps-compared - [2026-10-07] Context on data mechanics: Updated hourly — when a new camera is reported anywhere in America, it's on this map and in the National Record Index within the hour. This implies DeFlock's own live count updates continuously (not on a fixed release schedule), so the November 1, 2026 snapshot will reflect whatever has accumulated by that date. https://deflocktheusa.com/the-map/ BOTTOM LINE: DeFlock's US camera count has been on a steep, accelerating growth trajectory in 2026 — roughly 119K (Aug) → 135K (early Sept) → 143–144K (Oct 4–7) — averaging on the order of 1,000–3,000+ new cameras mapped per week in recent weeks; absent a major disruption (e.g., legal takedown efforts or data purges), a further increase of several thousand to ~10,000 cameras by November 1, 2026 (landing roughly in the 146,000–155,000 range) is consistent with the recent trend, though the figure is volunteer-driven and can fluctuate. NOT FOUND: An exact DeFlock.org figure for "US LPRs" on November 1, 2025 (one year prior) could not be located; the closest dated reference points are EFF's ~16,000 figure (Feb 2025) and various mid-2026 snapshots. No official DeFlock.org API/CSV endpoint with a single authoritative "total US cameras" number was accessible via direct fetch (the live site is a JS app); all figures above come from secondary trackers/reporters quoting DeFlock's rendered map total or the underlying OpenStreetMap ALPR tag count on specific dates.
report: base rate
**Historical growth of DeFlock's mapped US ALPR count over the Oct 8–Nov 1 window (and surrounding context):** - [2026-08-26] A third-party analysis (RoadSigns.com) of the DeFlock/OpenStreetMap dataset found the running total grew from 14,998 total in Jun 2025 to 135,844 on August 26, 2026 , confirming month-by-month totals including 27,078 total Oct 2025: 32,195 total Nov 2025: 42,964 total Dec 2025: 53,119 total — https://roadsigns.com/blogs/resources/how-many-flock-cameras-are-there - **2023 window (Oct 8→Nov 1, 2023):** No meaningful change; the same source states Only 432 cameras in the current dataset had been mapped by the end of 2023 , meaning DeFlock was a tiny hobby project with essentially flat, near-zero counts in this window. https://roadsigns.com/blogs/resources/how-many-flock-cameras-are-there - **2024 window (Oct 8→Nov 1, 2024):** DeFlock itself was only just founded; DeFlock was founded in October 2024 by Will Freeman , and the year-end 2024 total was only 4,344 by the end of 2024 , so the Oct–Nov 2024 window captured only a few hundred cameras added as the project was just launching. - **2025 window (Oct 8→Nov 1, 2025):** This was the fastest-growing of the three years so far: the dataset went from roughly 32,195 total Oct 2025 to 42,964 total Nov 2025 — a net gain of nearly 10,769 cameras in that single month, with the source noting October 2025: 5,117 camera records 5,117 and November 2025: 10,769 camera records 10,769 added/updated. - **2026 trajectory (most relevant recent baseline):** Growth has accelerated further through 2026, reaching 118,758 total by July 2026 and 4,344 by the end of 2024 before increasing sharply during 2025 and the first eight months of 2026 , with monthly additions of July 2026: 16,348 camera records 16,348 and August 2026 through August 26: 17,086 camera records 17,086 — an average of roughly 500+ cameras/day by mid-2026. - **Most recent confirmed snapshot:** As of early October 2026, a tracking site reports The live map of 143,886 community-reported Flock Safety and ALPR cameras across the U.S., updated Oct 7, 2026 , up from 143,475 Flock Safety and ALPR cameras reported across every U.S. state and territory as of Oct 4, 2026 — a gain of roughly 400 in three days, implying a current daily run-rate near 100-150/day (slower than the summer 2026 peak but still substantial). - **Largest surprises on record:** The project's growth has repeatedly outpaced observers' expectations — it went from a few dozen cameras mapped in Huntsville and a handful mapped in Southern California and in the Seattle area at launch to over 140,000 nationally within about two years, and a September 2026 Senate hearing and Flock cease-and-desist attempt around a rival 300,000-device map (not DeFlock itself) triggered a surge of media attention and volunteer mapping activity in Sept–Oct 2026, per Joshua Michael's Flock Surveillance Map highlights the locations of what he says are 300,000 Flock surveillance devices spread across the country... were cited in Wednesday's Senate Subcommittee on Crime and Counterterrorism hearing on Flock — this kind of news-driven spike (e.g., July–August 2026's jump to 16,000+ monthly additions) shows the series is prone to sudden upward surprises tied to publicity events, litigation, or city-council controversies (several of which — Richmond, Alexandria, Easton — are active in October 2026 per earlier AskNews summaries). - **Accuracy of "forecasts"/consensus:** There is no formal external forecast track record for DeFlock's count; third-party trackers (RoadSigns.com, mapatlas.eu, stateofsurveillance.org) function more as near-real-time trailing trackers than predictive forecasters, and their own snapshots have sometimes diverged by date (e.g., taginfo reports 138,351 features carrying surveillance:type=ALPR worldwide... Geofabrik's regional taginfo instance for the United States extract reports 127,878, also current to 9 August 2026 ), indicating month-to-month volatility of several thousand even in "snapshot" readings depending on exact query date and source (deflock.org website itself vs. OpenStreetMap taginfo vs. third-party aggregator sites), which matters for pinning an exact November 1, 2026 figure. BOTTOM LINE: The Oct 8→Nov 1 window has shown accelerating absolute growth each year — negligible in 2023 and 2024 (project didn't yet exist/was nascent), roughly +10,000 in 2025, and in 2026 the dataset is growing from ~144,000 (Oct 7) at a current pace that, if sustained near the August 2026 peak rate (~500/day) or even the slower early-October rate (~100-150/day), implies a plausible range of roughly +3,000 to +15,000 added by November 1, 2026, putting the resolved figure somewhere in the high-140,000s to low-160,000s, with upside risk if a news/controversy-driven mapping surge (similar to July-August 2026) recurs. NOT FOUND: An official, dated "deflock.org" homepage counter reading for October 8, 2026 or historical Wayback Machine snapshots of deflock.org itself for Nov 1 in 2023/2024/2025 (the live deflock.org page returned no visible counter text in this fetch); a verified, single authoritative "US-only" count directly from deflock.org's own UI (figures cited come from OpenStreetMap taginfo extracts and third-party trackers, which may differ slightly from what Metaculus will see on deflock.org's map interface).
report: key factors
**Key causal drivers for the DeFlock.org USA LPR count on 2026-11-01** 1. **Volunteer "camera-hunter" supply (who controls it: grassroots mappers).** The volunteers who drive routes looking for plate readers call themselves "camera hunters," and hunting Flock cameras has become an ordinary weekend hobby in a few hundred American towns; they post what they find to the open DeFlock map, and the count grows. Momentum is self-reinforcing: a DeFlock Upper Arlington organizer said "we had almost 50 people at our last meeting and since that, our email list has more than doubled." The national DeFlock group said it's seen grassroots organizations surge across the country, many of them also involving first-time organizers, describing the movement as "decentralized, grassroots and almost entirely volunteer run." 2. **Underlying OpenStreetMap growth curve (mechanism: continuous edits, no release schedule).** A third-party taginfo analysis shows the pace has been roughly linear through 2026: worldwide ALPR tags rose from 71,644 (1 Jan 2026) to 101,562 (1 May 2026) to 153,759 (25 Sep 2026), with about 142,000 of them in the United States and 8,900 in Europe as of late September — implying a steady worldwide run-rate near 10,000–11,000/month sustained for most of 2026, a slightly faster pace than the deceleration some trackers reported for early October. 3. **News-driven mapping spikes (who controls it: media cycle around Flock controversies).** Three new federal bills — the Ban Flock Act, the Flock-Off Act, and the Stop Flock Abuse Act — were introduced in Congress targeting ALPR technology, with the Ban Flock Act introduced October 2, 2026, barring federal use and cutting federal funding to state/local users , and three separate bills aimed at the system have landed in Congress within five weeks of each other . This surge of national coverage (plus the Oct 7 Oklahoma court ruling and local fights in Richmond/Alexandria) mirrors the pattern that produced DeFlock's July–August 2026 growth spike, and is a plausible tailwind for continued/accelerated volunteer mapping through Nov 1, though none of these bills can change the physical camera count or force removals before the resolution date. 4. **Corporate/legal pressure against mapping itself (who controls it: Flock Safety; largely neutralized).** Flock's historical cease-and-desist against the project in early 2025 Flock Safety sent DeFlock a cease-and-desist letter arguing that the project's name diluted its trademark; the Electronic Frontier Foundation answered that the claims were groundless, and the project kept its name . No new legal action against DeFlock.org itself (as opposed to the separate, non-DeFlock "Flock Surveillance Map" site) has surfaced in October 2026 reporting, suggesting this driver remains dormant and unlikely to suppress growth before Nov 1. 5. **Physical camera base still has headroom (who controls it: Flock Safety's actual deployment pace).** Flock's own public claim remains Flock Safety operates over 120,000 cameras nationwide, recording approximately 20 billion vehicle movements monthly , and company spokespeople have stated support for regulation rather than removal (per prior reporting), meaning the installed base (which DeFlock volunteers are still catching up to mapping) continues to grow or at least hold steady — removals from contract cancellations (e.g., Richmond's cameras going dark Dec 31, per prior report) fall after the Nov 1 deadline and should not reduce the count by then. **BOTTOM LINE:** All five drivers point the same direction — sustained ~10,000/month worldwide OSM-tagged growth, an accelerating volunteer/organizing base, heavy current media attention from three new congressional bills and a federal court ruling, and no active legal threat currently suppressing DeFlock itself — together imply continued net additions through November 1, 2026 with no mechanism identified that would cause a count decrease before the deadline. **NOT FOUND:** No evidence of any technical outage, OpenStreetMap moderation action, mass vandalism/deletion event, or new corporate legal action specifically targeting DeFlock.org (as distinct from the rival Flock Surveillance Map) in October 2026; no official DeFlock-published growth target or roadmap.
report: expert view
Note: No formal "expert forecasts" or prediction-market odds exist for this niche metric; the best available evidence is the project's own published growth trajectory and multiple independent trackers mirroring the same OpenStreetMap-derived dataset that DeFlock.org draws on. - [2026-09-29] Independent tracker findingflock.com, which pulls the same OpenStreetMap `surveillance:type=ALPR` data DeFlock is built on, reported 143,301 cameras documented nationwide, calling these counts of what has been mapped, a floor, not a census , 9 days before this question opened — WAS. - [2026-10-07] The same tracker's refreshed snapshot showed growth continuing but decelerating: 144,078 cameras documented in the field by OpenStreetMap contributors, refreshed every six hours , per findingflock.com/stats. - [2026-10-07] findingflock.com's published monthly series (a de facto trend "forecast" baseline) shows: January 2025: 7,618; January 2026: 63,605; July 2026: 110,433 documented readers — https://www.findingflock.com/stats. - [~2026-08-26] roadsigns.com's independent tally, using the same DeFlock/OSM source, computed year-by-year additions: 432 by end of 2023, 4,344 by end of 2024, and 53,119 by end of 2025, reaching 135,844 by August 26, 2026 (82,725 added in the first eight months of 2026 alone) — https://roadsigns.com/blogs/resources/how-many-flock-cameras-are-there. - [2026-10-04] A second independent chapter site, deflocktheusa.com, which mirrors the official DeFlock dataset, stated 143,475 Flock Safety and ALPR cameras reported across every U.S. state and territory as of Oct 4, 2026 — https://deflocktheusa.com/flock-cameras/. - [2026-10-07] State-level pages on the same site (updated daily from the DeFlock feed) put Virginia's count at 3,439 Flock & ALPR license plate readers reported across Virginia as of Oct 7, 2026 with "393 cameras added in the last 30 days" for that one state, implying continued national net growth of roughly several thousand per month. - [2026-09-28] Boston Globe graphic (secondary journalistic use of DeFlock data, functioning as an informal trend projection) noted the number of readers grew from 17 at the beginning of 2025 to over 1,200 through Sept. 24, 2026, in one specific area (Salem, MA) according to crowd-sourced reports gathered by Deflock.org , illustrating the mapping effort is still actively expanding at the local level into very recent weeks. - [~2026-09-27] Carscoops, reporting on a rival (non-crowdsourced) researcher's leaked Flock internal dataset, noted Deflock.org, a crowd-sourced mapping tool... says that of the 142,000+ it knows of, including those from Motorola, Axon, and other brands, Flock owns 81 percent of them , corroborating the ~142-144k range just before question-open. - [2026-09-27] deflocktheusa.com's analysis of the leaked Flock internal device dataset — the closest thing to a "ground truth" ceiling estimate — found 115,062 active Flock-brand ALPR cameras documented on the (DeFlock) map, versus 123,638 Flock devices Flock's own internal records list as in service; across all ALPR brands the documented total is 142,848 active cameras, with a further 10,179 recorded and later observed as removed, for 153,027 ever documented , suggesting DeFlock's crowdsourced count still has meaningful headroom to grow toward the company's true deployed total even without new installations. - [2026-07-24] Flock Safety's own last public claim, cited repeatedly across outlets, put its network at more than 120,000 cameras across 49 states, so the independently verified (DeFlock) count now covers about 93% of the claimed network as of late August — a rough external anchor/ceiling that DeFlock has since surpassed on raw mapped count (crossing it because it counts all vendors, not just Flock). BOTTOM LINE: No betting-market or formal analyst forecast exists for this metric; the best proxy "forecast" is DeFlock's own historical growth curve, which rose from ~110,000 (July 2026) to ~143,000–144,000 by early October 2026, i.e., roughly 8,000–10,000 new mapped LPRs per month in mid-2026 before visibly decelerating to roughly 100–220 per day (≈3,000–6,500/month) by late September–early October 2026. Extrapolating that slowing trend over the ~25 days to November 1, 2026 implies a DeFlock.org national total somewhere in the roughly 146,000–150,000 range, with material uncertainty given the volunteer-driven, lumpy nature of reporting and occasional backlog "batch" updates. NOT FOUND: No Metaculus community prediction, Polymarket/Kalshi market, or named analyst/firm numeric projection specifically for the DeFlock.org USA counter on November 1, 2026 was found; no official DeFlock project roadmap or stated growth target was located; could not directly access a live, JS-rendered count on deflock.org itself (its static homepage source returned no numeric counter), so all current figures here come from secondary trackers mirroring the same underlying OpenStreetMap dataset.
report: high case
- [2026-10-07] The official DeFlock-adjacent tracker's own banner (distinct from its "active map" figure) states deflocktheusa's broader ledger shows 154,241 cameras documented and kept, including the 10,737 that came down — i.e., gross historical submissions already exceed 154,000, roughly 10,000 above the 143,886 "live" figure for the same date, showing that if DeFlock.org's own displayed count includes decommissioned/legacy entries rather than purely active ones, the number shown on Nov 1 could run materially higher than trackers quoting "active only" totals. https://deflocktheusa.com/the-map/ - [2026-09-27] A direct analysis of Flock's own leaked internal device records found volunteers had already mapped 115,062 active Flock-brand ALPR cameras... Set against the 123,638 cameras Flock's own records list as in service, residents with phones have independently accounted for roughly 93 percent of the company's deployed camera fleet — leaving a known, quantifiable "headroom" gap of ~8,600 already-installed Flock cameras alone that volunteers could close by Nov 1 without any new installations, plus thousands more from non-Flock vendors (Motorola, Genetec, etc.) that remain comparatively under-mapped. https://deflocktheusa.com/flock-camera-count-surveillance-map-takedown/ - [2026-10-07] Finding Flock's monthly OSM series shows the pace from July to early October 2026 running well above the "decelerated" estimates cited elsewhere: the count rose from 110,433 in July 2026 to 144,078 by Oct 7 — roughly 340 cameras/day sustained over three months, a rate that if simply continued for 25 more days would add another ~8,500, landing near 152,500 even without any catalyzing event. https://www.findingflock.com/stats - [2026-10-04] Mother Jones reports Flock-camera politics have become a 2026 midterm flashpoint, noting in the past year alone, more than 50 municipalities have cut ties with Flock and other ALPR vendors, according to the advocacy group DeFlock , and that even Republican governors are acting — Florida's Republican Gov. Ron DeSantis... In early September, he banned the cameras on state highways — high-profile fights of this kind have historically driven spikes in volunteer mapping activity in affected areas (as seen with Richmond, Alexandria, Easton in the AskNews block). https://www.motherjones.com/politics/2026/10/flock-cameras-midterm-elections-democrats-republicans-alpr-axon-motorola/ - [2026-10-08] WOSU reports an organic surge of brand-new, first-time local DeFlock chapters in central Ohio (Upper Arlington, Worthington, Reynoldsburg) each independently mapping/flagging cameras, with organizers stating the national DeFlock group said it's seen grassroots organizations surge across the country, many of them also involving first-time organizers — new chapters forming in the final weeks before Nov 1 is a direct mechanism for accelerated mapping submissions, not just advocacy. https://www.wosu.org/politics-government/2026-10-08/meet-the-central-ohio-residents-who-want-to-deflock-their-neighborhoods - [2026-09-27] Newsweek's tracking of DeFlock's "recent victories" counter (a different DeFlock-maintained metric, tracking city bans/removals, not camera count) shows accelerating organizational reach: More than 150 U.S. communities have now rejected, canceled or deactivated automated license plate reader systems, according to anti-surveillance project DeFlock... DeFlock's latest tracker lists 153 communities as "recent victories"... When Newsweek reported on the tracker in July, the total stood at 95 — this 60%+ jump in tracked communities in ~10 weeks is a proxy for how fast DeFlock's volunteer/chapter network itself is scaling, which is the same base that performs camera-mapping. - [2026-09-30] A rival, non-crowdsourced "Flock Surveillance Map" built from a leaked internal Flock dataset documented far more devices than DeFlock, with a new map published Wednesday by a cybersecurity researcher reveals Flock's nationwide reach is even bigger. Based on location coordinates from Flock's own database, the map shows more than 170,000 cameras — intense media coverage of this gap (Intercept, Carscoops, Yahoo) is plausibly spurring DeFlock volunteers to "catch up" by cross-referencing and adding previously-unmapped locations exposed by the leak, a concrete high-scenario accelerant not reflected in trend-only extrapolations. https://theintercept.com/2026/09/24/how-many-flock-devices-in-united-states-300000/ - [2026-09/10] Widespread viral "De-Flock America" Halloween (Oct 31) coverage explicitly ties into DeFlock's mapping tool: reporting notes activists are compiling and distributing map data pinpointing the exact, often confidential locations of Flock cameras... leveraging open-source mapping tools (like Deflock.org) to build interactive, crowdsourced regional heat maps , meaning heightened late-October attention around Halloween could drive a last-minute submission spike right before the Nov 1 snapshot, even though mainstream outlets stress DeFlock itself shares no association with the project DeFlock, which maps automated license plate readers and has promoted public meetings, records requests and other legal forms of opposition and disavows vandalism. https://unitingnow.substack.com/p/halloween-is-being-promoted-as-de ; https://www.newsnationnow.com/us-news/deflock-america-movement-what-to-know/ BOTTOM LINE: The high-scenario case rests on three concrete, evidence-backed accelerants beyond simple trend extrapolation — (1) a documented ~8,600-camera "catch-up" gap to Flock's own in-service fleet count plus an even larger gap versus the leaked 170,000-camera full-network figure, (2) a surge of brand-new volunteer chapters nationwide in the final weeks of October, and (3) Halloween-driven viral attention explicitly encouraging crowdsourced map contributions — together these could push the Nov 1 DeFlock.org US figure toward the 152,000–158,000 range, and if DeFlock.org's displayed total follows deflocktheusa's broader "documented and kept" convention (154,241 as of early Oct, before further growth) rather than an active-only count, a reading at or above 158,000–160,000 is plausible. NOT FOUND: No confirmation of exactly how DeFlock.org's own live counter treats decommissioned/removed cameras (whether it nets them out or not), which is the single biggest swing factor between the "143,886 active" and "154,241 ever documented" readings; no direct evidence yet of a realized post-Sept-24 mapping spike specifically attributable to the leaked 300,000-device Flock Surveillance Map story.
report: low case
- [2026-08-20] OpenStreetMap's Data Working Group (DWG) publicly stated it
it would be good if the makers of the DeFlock app could add some anti-vandalism features themselves, and warned "there might come a time where we will have to say to DeFlock, sorry but we can't be your data storage backend any more, please build your own database"
— a credible low-scenario mechanism: OSM (DeFlock's sole data store) could restrict or throttle the editor app mid-window, directly capping growth. https://community.openstreetmap.org/t/deflock-app-issues/146678
- [2026-08-20/21] Concrete vandalism events are already suppressing net growth: a DWG moderator reported blocking users who added "hundreds of apparently fake surveillance nodes" in Texas, and a second moderator reported fighting "~700 fictitious cameras" mapped in Gillette, Wyoming alone — both batches were reverted, meaning raw additions get partly clawed back from the public total. https://community.openstreetmap.org/t/deflock-app-issues/146678
- [2026-08-20] DeFlock's own maintainer ("StopFlock/Bob") confirmed the project relies on only
6-8 people working on data quality monitoring and moderation at the moment
, a thin, volunteer-run moderation layer that limits how fast legitimate new nodes can be verified and could bottleneck growth if vandalism volume keeps rising. https://community.openstreetmap.org/t/deflock-app-issues/146678
- [2026-08-24 to 08-30] The same OSM thread documents an ongoing international spillover of fake/joke nodes (New Zealand, Poland, Ontario) being reverted one by one by volunteer editors, and a mapper proposing to categorically recast ambiguous "Flock" tags as generic CCTV — both processes mechanically remove entries from the ALPR-tagged count that would otherwise inflate DeFlock's total. https://community.openstreetmap.org/t/deflock-app-issues/146678
- [2026-10-04] Jalopnik, citing DeFlock.org directly, put the live national total at
143,356 LPRs mapped in the country
as of early October — corroborating the ~143K baseline other trackers cite, with no indication of acceleration beyond recent trend.
- [2026-10-06] Cybernews/Secure Justice data show city contract cancellations hit a record pace —
214 localities have dropped Flock camera contracts since 2021, with 90 localities canceling in August 2026 alone, a fourfold increase from July
— and as physically-removed cameras (e.g., Tempe's full shutdown, Pflugerville's 28-camera deactivation per the Newsweek map) get flagged "removed" on OSM, DeFlock's active US total could see real decrements, not just slower adds.
- [2026-10-07] Richmond's 110 Flock cameras are confirmed scheduled to go fully dark December 31, 2026 (per AskNews), and Kane County's board voted this week to pull five cameras from Mill Creek — both are examples of physical teardown events in the immediate pre-resolution window that, if promptly reflected by volunteer mappers, would subtract nodes rather than add them. https://hoodline.com/2026/10/kane-county-pulls-flock-cameras-from-mill-creek-after-residents-demand-it
- [2026-09-25] mapatlas.eu's independent taginfo pull put the global ALPR tag count at
153,759 objects tagged surveillance:type=ALPR, with about 142,000 in the United States
— a figure already slightly below the ~143–144K seen in subsequent snapshots, showing the series is not strictly monotonic week to week once vandalism reverts and node reclassifications are netted out.
- [2026-10-08] WOSU reporting on central Ohio "DeFlock" chapters notes organizers explicitly discourage vandalism of physical cameras and instead redirect energy toward city-council bans, but also documents camera vandalism already occurring in Gahanna (two poles cut, one camera stolen) — a sign that even successful local campaigns can produce ambiguous/contested OSM entries (stolen/destroyed cameras marked "removed") rather than pure net adds. https://wosu.org/politics-government/2026-10-08/meet-the-central-ohio-residents-who-want-to-deflock-their-neighborhoods
BOTTOM LINE: The low-scenario case does not rest on DeFlock disappearing, but on three converging frictions already visible in the record — OSM's explicit (if conditional) threat to restrict the DeFlock editor, an under-resourced 6–8 person moderation team fighting documented vandalism batches of hundreds to ~700 fake nodes, and an accelerating wave of real-world camera teardowns (Richmond, Tempe, Pflugerville, Kane County) that could translate into node removals — any of which could flatten growth toward the low-to-mid 140,000s–147,000s rather than extending the summer's faster trajectory.
NOT FOUND: No evidence that OSM has yet actually suspended or rate-limited the DeFlock app (as of Oct 7, the relationship remains cooperative per the thread), no quantified net total of nodes removed due to physical camera teardowns, and no DeFlock-published tally of how many previously-mapped cameras have been marked "removed/inactive" following the recent cancellation wave.
AskNews bundle (as the forecaster read it)
12 AskNews articles (newest first; 5 from the last 48 h, 9 from the archive). Summaries are AskNews's own; dates are publication dates. [2026-10-07] Federal Judge Rules License Plate Readers Constitute Unconstitutional Mass Surveillance Hellbound and Down — https://hellboundanddown.com/2026/10/07/federal-judge-calls-license-plate-readers-a-form-of-mass-surveillance/ - On October 7, 2026, US District Judge Sara E. - Hill of the Northern District of Oklahoma ruled in United States v. - Kyle that the use of License Plate Readers (LPRs) without a warrant constitutes 'a type of indiscriminate mass surveillance' and violates the Fourth Amendment. - The ruling addresses a traffic stop involving Melisa Kyle, 46, of Crane, Missouri, whose Mazda SUV with a California license plate was stopped by a Tulsa County sheriff's deputy who ran the plate through Flock and VehicleManager databases. - According to Judge Hill, this search provided the deputy with 'more than 50 individual records of Kyle's whereabouts across the country for an entire month' and 'at least 30 days of the vehicle's location information in many states.' The deputy used this data to justify a search that yielded approximately 91 pounds of methamphetamine. - However, Judge Hill suppressed the evidence, stating the search 'was not supported by probable cause' and was conducted without a warrant. - The judge acknowledged the technology's 'remarkable benefits' but questioned why the government should track everyone's movements, noting that while individuals lack a reasonable expectation of privacy on public roadways, 'LPR technology becomes constitutionally problematic when law enforcement can indiscriminately and passively catalog your whereabouts over an extended period of time.'. [2026-10-07] Richmond Council Approves Police Drones and Cameras, Defers License Plate Readers Grandview Independent — https://www.grandviewindependent.com/richmond-approves-police-drones-and-cameras-puts-license-plate-readers-on-hold/ - On October 6, 2026, the Richmond City Council voted 5-2 to approve a new contract with Axon for police drones and surveillance cameras, while placing a separate deal for license plate readers (ALPR) on hold for further negotiation. - The council also approved a separate deal for Verkada security cameras at city buildings, parks, and the Port of Richmond. - Councilmembers Sue Wilson and Mayor Eduardo Martinez voted against the drone and camera approval. - The existing Flock license plate readers, which the council voted 4-3 in March to keep through the end of the year, are scheduled to go dark on December 31, 2026. - Police Chief Tim Simmons stated the new Axon contract would replace the city's 110 Flock cameras on a one-to-one basis, with the city owning the equipment rather than leasing it, and would require deliberate administrator action to share data with outside agencies. - Six new drone docks are planned to extend coverage to Hilltop, Carriage Hills, and Point Richmond, though the current drone covers only 60 to 70 percent of the city. - During the meeting, Sarah Hamid of the Electronic Frontier Foundation warned that changing vendors would not mitigate risks, noting that outside agencies conducted roughly 2.4 million searches using Richmond's Flock network compared to 89,000 by Richmond police. - Seventeen people spoke in person and four online, mostly opposing the license plate readers; Andrew Melendez noted that 14 local groups signed a joint letter and over 250 people signed a petition against the measure. - Councilmember Claudia Jiménez expressed concerns about immigration enforcement, while Ben Therriault of the Richmond Police Officers Association labeled opponents as 'paid activists.' Councilmember Doria Robinson requested a $20,000 Police Strategies study on license plate reader usage, but the study was not reviewed before the meeting adjourned. - Councilmember Soheila Bana moved to approve the contract excluding the license plate readers, suggesting a final vote on that component in late October, though Mayor Martinez stated, 'We'll try.'. [2026-10-06] APD Releases Flock Camera Map and Usage Data Amid Privacy Concerns ALXnow | Alexandria, Va. breaking news, local events and community happenings — https://www.alxnow.com/2026/10/06/apd-releases-flock-camera-map-reveals-21k-queries-led-to-137-charges-in-one-year/ - Amid growing privacy concerns from residents, the Alexandria Police Department (APD) released a map detailing the locations of 61 automated license plate readers (ALPRs) and reported that nearly 21,000 queries made between August 2025 and August 2026 led to 137 charges (72 felonies and 65 misdemeanors). - According to APD, these queries accounted for approximately 5% of the 2,694 criminal arrests in Alexandria during that period, while also helping locate three missing persons, recover 35 stolen vehicles, and seize four firearms. - Police Chief Tarrick McGuire emphasized the technology's critical role, citing a recent murder suspect arrest where an ALPR located the vehicle within four minutes of the crime. - The Flock contract, which began in 2023, is set to expire but has no defined termination timeline. - While the majority of cameras are clustered in high-crime areas like the West End and city borders, neighboring Fairfax and Arlington counties have moved to suspend or discontinue use of the technology. - Mayor Alyia Gaskins stated she sees no role for Flock cameras in the community, despite acknowledging the utility of technology in general. - Alison O'Connell, founder of DeFlock ALX, argued that ALPRs violate privacy and disproportionately impact minority communities by potentially facilitating data sharing with federal agencies like ICE. - The APD will host a community listening session on Wednesday, October 7, from 6:30-7:30 p.m. at Patrick Henry Recreation Center. [2026-10-06] How License Plate Readers Quietly Took Over American Roads WDIV — https://www.clickondetroit.com/news/local/2026/10/06/how-license-plate-readers-quietly-took-over-american-roads/ - As of October 6, 2026, nearly 150,000 automated license plate readers operate across the United States, with most manufactured by Flock Safety, according to WDIV reporting. - Company figures indicate the network captures 20 billion vehicle reads monthly—approximately 666 million daily or over 7,700 per second. - The technology originated in the United Kingdom following a 1974 IRA bombing campaign, where London police deployed CCTV networks under 'Project Laser,' which evolved into a nationwide database by 1997. - U.S. Customs and Border Protection adopted the technology in 1998 for border security, sparking widespread adoption among American law enforcement. - Modern systems, often solar-powered and cellular-connected, are now affordable for subdivisions and homeowners associations. - These devices log vehicle color, make, bumper stickers, and body damage, while pinging national hot lists for flagged vehicles. - Supporters credit the cameras with aiding Amber Alerts and recovering stolen vehicles, while critics and privacy advocates argue the technology acts as an unregulated dragnet logging the daily movements of millions of drivers with limited transparency regarding data retention and sharing. [2026-10-06] Easton Council Debates Ban on Flock License Plate Readers Amid Privacy and Safety Concerns Star Democrat — https://www.stardem.com/news/local_news/easton-council-discusses-bans-on-license-plate-readers/article_a98d48d3-3814-40f2-b073-12a221fa5873.html - The Easton Town Council discussed a potential ban on Flock license plate readers during a meeting on Monday, October 5, 2026, following concerns from residents organized by the group DeFlock Easton. - Town attorney Sharon Vanemburgh reported that the legality of such a ban is uncertain, noting that while Maryland has state guardrails on data access, no case law exists to support a ban, and the Supreme Court has not ruled on the issue. - Currently, there are five Flock cameras in Easton: three at Lowe's on Glebe Road, one on Elliott Road near Walmart, and one on South Washington Street across from Third Haven Meeting Burial Ground. - While DeFlock, a national movement, cites over 200 incidents of misuse (including wrongful arrests and stalking) found by the Institute for Justice, none have occurred in Maryland. - Easton Police Chief Alan Lowrey defended the cameras as a 'great investigative tool,' citing their role in solving cases such as an armed home invasion, bank robbery, and child abuse within the last couple of years. - Lowe's senior construction manager Todd Bartok previously stated the cameras were for searching warrants and protecting against 'known felons' rather than loss prevention. - Council President Don Abbatiello noted that while the legality is murky, the council will look into altering restrictions on the cameras' usage policies. [2026-10-06] Rutherford County Reports 262 License Plate Readers, Third-Highest in Tennessee WGNSRadio.com — https://www.wgnsradio.com/article/101463/rutherford-county-has-262-reported-license-plate-readers-one-of-tennessees-highest-totals - As of October 06, 2026, Rutherford County, Tennessee, has reported 262 automated license plate readers (ALPRs), according to data compiled by the volunteer-run DeFlock project. - This figure represents the third-highest total among 78 Tennessee counties tracked by the organization, accounting for approximately 7.2% of all cameras reported statewide. - DeFlock notes that these numbers are based on volunteer mapping and should not be viewed as an official inventory from local government or law enforcement, as cameras may have been installed before being added to the database. - Nationally, Rutherford County ranks 486th out of 3,222 U.S. counties for reported cameras per resident, placing it in the top 23% with approximately 5.18 reported cameras per 10,000 residents. - For comparison, neighboring Wilson County has 132 cameras, Williamson County has 89, Bedford County has 31, and Cannon County has four. - ALPR systems, such as those manufactured by Flock Safety, photograph passing vehicles to record license plate, time, and location data for law enforcement use. - While agencies credit the technology for helping locate stolen vehicles and suspects, critics raise concerns regarding privacy and data access. - The DeFlock national database currently contains more than 140,000 reported ALPR cameras, including several thousand in Tennessee. [2026-09-14] Bipartisan Pushback Grows Against Widespread License Plate Reader Surveillance in New Jersey The Philadelphia Inquirer — https://www.inquirer.com/news/license-plate-reader-pushback-flock-new-jersey-20260914.html - In West Berlin, New Jersey, a group of over 20 people, including senior citizens and members of the newly formed 'DeFlock South Jersey,' gathered at a Home Depot parking lot to protest the widespread use of automated license plate readers (ALPRs). - The protest highlights concerns from a broad political spectrum, ranging from conservative figures like Tucker Carlson and Florida Governor Ron DeSantis to progressive organizers like Adam Sheridan, regarding the creation of a 'surveillance state.' Critics argue that cameras from companies such as Flock, Motorola Solutions, Axon, and Leonardo capture vehicle details and feed them into a national database used by hundreds of local police departments across all states except Alaska. - The technology has faced backlash due to specific incidents of abuse, including former Georgia deputies arrested for stalking and Texas police using Flock data to track women seeking abortions in other states. - While Flock claims its technology supported over 1 million criminal investigations in 2025 and helped locate more than 10,000 missing persons, critics note that less than 1% of scanned cars are connected to crimes, citing a 2016-2017 Electronic Frontier Foundation statistic. - In New Jersey, 523 of the state's approximately 530 law enforcement agencies used the technology as of 2024, following a $10 million funding boost from former Governor Phil Murphy in 2023. - The Cherry Hill Police Department reported generating 2.2 million alerts in the last year, with the vast majority being expired registrations, while only 800 alerts involved stolen plates and 212 involved stolen vehicles. - Activists are pushing for legislation, including a bill proposed by Republican Senator Michael Testa, to limit data retention to 48 hours and require warrants for data access. - Additionally, volunteers are mapping camera locations via the open-source DeFlock.org project, and retailers like Lowe's, Walmart, and Ulta Beauty continue to use the technology citing loss prevention and employee safety. [2026-08-12] New Crowdsourced App Maps Over 128,000 Surveillance Cameras Across the US Mashable — https://mashable.com/tech/flock-camera-map-neighborhood - According to a report by the New York Times, a crowdsourced app called DeFlock Maps has been launched to increase 'surveillance transparency' by mapping automated license plate readers (ALPRs) across the United States. - The app, powered by the open-source project OpenStreetMap, relies on volunteers rather than private companies or government agencies to pinpoint device locations. - While the map includes devices from Motorola Solutions, Genetec, and other unnamed tech companies, Flock Safety cameras make up over 80 percent of the mapped devices. - As of the report, DeFlock has tracked 128,988 devices, with 105,770 marked as Flock Safety units, representing just under 90 percent of Flock's stated total of over 120,000 cameras across 49 states. - DeFlock's user guide states that 'Mass surveillance infrastructure is expanding rapidly in our communities, often without public awareness or consent,' and aims to create a 'transparent, searchable record' to foster accountability. - The technology has faced controversy, described by Mashable's Olivia Tauber as 'creepy surveillance' capable of turning passing cars into searchable records containing license plates, location, color, model, and details like bumper stickers. - In one instance of public backlash, a Minnesota city saw all its devices stolen. - The app stipulates that it collects no user data, noting that 'everything stays on your device except what you choose to upload to OpenStreetMap.'. [2026-07-30] US License Plate Camera Tracking Sparks Privacy Concerns and Legal Challenges Yahoo — https://www.yahoo.com/news/us/articles/license-plate-cameras-tracking-drivers-170044925.html - Automated license plate readers (ALPRs) have spread across the United States, with the open-source DeFlock map displaying approximately 119,000 readers as of the reporting date. - California leads with more than 16,000 mapped readers, followed by Florida with 7,169, Georgia with 7,046, and Illinois with 5,822. - Flock Safety cameras account for about 83% of the mapped total. - While police departments use these systems to locate stolen cars and vehicles connected to serious crimes, privacy advocates warn that the networks can reveal where ordinary people travel. - The technology records a vehicle's plate number, make, model, color, body type, and visible features like a roof rack, along with the camera location and timestamp. - A review by the Los Angeles Police Department (LAPD) of over 210 million plate scans over two months found that the system incorrectly flagged 161 plates as stolen, though 337 alerts helped recover stolen vehicles. - In October 2025, California Attorney General Rob Bonta sued the city of El Cajon for allegedly sharing ALPR data with more than 100 out-of-state law enforcement agencies, violating state laws that prohibit such sharing. - In January 2026, Bonta requested a court order to stop the sharing. - Meanwhile, the LAPD allowed its three-year operating agreement with Flock Safety to lapse on July 11, 2026, to address concerns regarding data ownership, privacy, and security, while negotiations for a new agreement with stronger safeguards continue. - The article notes that a Washington judge previously ruled that Flock license plate reader images can qualify as public records, raising further transparency concerns. [2026-07-30] Privacy Concerns Rise as 119,000 License Plate Cameras Spread Across the US NEW YORK TIMES POST - Breaking News Magazine Sports — https://nytimespost.com/license-plate-cameras-are-tracking-drivers-everywhere/ - Former FBI Special Agent Nicole Parker and Criminal Defense Attorney Josh Ritter discuss the proliferation of AI-powered automated license plate readers (ALPRs) in the United States. - According to the open-source DeFlock map, approximately 119,000 readers are currently active across the country, with Flock Safety cameras accounting for 83% of the total. - California leads with over 16,000 mapped readers, followed by Florida (7,169), Georgia (7,046), and Illinois (5,822). - While police departments utilize these tools to locate stolen vehicles and track suspects—such as the LAPD, which processed over 210 million scans in two months with 337 successful recoveries and 161 false flags—privacy advocates raise concerns about mass data collection without warrants. - A recent case in Colorado involved a woman wrongly accused of theft based on Flock data, requiring her to provide Google Location Timeline evidence to clear her name. - Legal challenges are emerging, including a lawsuit by California Attorney General Rob Bonta against the city of El Cajon in October 2025 for allegedly sharing data with over 100 out-of-state agencies, and the Los Angeles Police Department pausing access to 138 Flock cameras after a three-year agreement expired on July 11, 2026, pending new terms that would ensure city ownership of data and prohibit commercial use by Flock. - Flock Safety maintains that its systems do not use facial recognition, have a default 30-day retention period, and log all searches, though a Washington judge previously ruled such images could qualify as public records. [2026-06-26] DeFlock Tool Maps 100,000+ Flock ALPR Cameras Across the U.S. SlashGear — https://www.slashgear.com/2202054/deflock-free-anti-flock-traffic-camera-too/ - Flock Safety's traffic cameras, deployed across U.S. highways, have raised privacy concerns regarding data collection and usage. - In response, an open-source project called DeFlock has created a free public mapping tool that identifies and maps over 100,000 Automated License Plate Readers (ALPRs) nationwide. - Users can access the DeFlock website or mobile app to find exact camera coordinates, view manufacturer details, and plan routes that avoid these systems. - The platform allows users to contribute location data to keep the map updated. - Although Flock Safety sent a cease-and-desist demand to DeFlock in early 2025, the project remains online as of June 26, 2026, according to SlashGear. [… older articles omitted]
Evidence Synthesis ?s · 0 items
Forecast 47.24s · claude-opus-5-5, gpt-6-astra, gpt-5.6-sol
Rationale
Status quo is about 143.5–144k as of Oct 4–7 (Jalopnik citing DeFlock directly; deflocktheusa and findingflock mirrors). With 24 days left and recent growth of roughly 100–200/day, slowing from about 500/day in summer, trend extrapolation gives about 146.5–149k. No market or expert forecast exists; trackers project 146–150k, and mirrors differ by a few thousand depending on method. Low case near 144k: stalled growth from vandalism reverts, OSM moderation or removals marked on the map, or a different display convention. High case near 152–155k: a news- and Halloween-driven mapping surge closing the gap to Flock's in-service fleet, or a display that counts all documented cameras. Below 130k needs a large purge; above 220k is essentially impossible. Median about 147.5k with a modest right skew.
Evidence brief shown to forecaster
## Tool outputs
### resolution_source (SUCCESS)
RESOLUTION SOURCE (the page the question resolves on — treat as the status-quo anchor):
Current state: The fetched pages only show generic titles/navigation ('DeFlock' and 'DeFlock Maps | ALPR Camera Map & Privacy Routes') with no actual LPR count data visible in the truncated text.
Last updated: unknown | already resolved: unclear | page matches criteria: True
Note: The fetched text is truncated and does not contain the actual numeric count of license plate readers mapped in the USA; the resolution date (Nov 1, 2026) has not yet occurred, so this cannot be resolved regardless.
Fetched: https://deflock.org/ (HTTP 200)
Fetched: https://maps.deflock.org/ (HTTP 200)
### web_search (SUCCESS)
Web search summary (20 results):
Here is a comprehensive summary of findings for each query:
## 1. DeFlock "license plate readers mapped" count 2026
Multiple sources from throughout 2026 show the count climbing steadily, reflecting the project's rapid growth:
- **January 2026**:
Documented reader count was 63,605
according to Finding Flock's historical tracking (findingflock.com, published Aug 9, 2026).
- **June 2026**:
DeFlock had mapped tens of thousands of ALPR cameras across the United States, not just Flock Safety devices but Motorola and other vendors too, with Flock dominating the market with cameras deployed in over 5,000 communities
(stateofsurveillance.org).
- **Mid-2026**:
DeFlock, founded in October 2024 by software engineer Will Freeman, had grown to mapping more than 107,000 ALPR cameras across the United States, according to reporting on the effort
, with
roughly 109,000 cameras mapped worldwide
(deflockilm.org).
- **July 2026**:
Fox News reported "the open-source DeFlock map displayed about 119,000 readers across the United States," describing DeFlock as a community-powered project using public submissions and OpenStreetMap data
. A related NaturalNews piece (July 22, 2026) cited
more than 117,000 readers, with California having over 16,000, Florida 7,169, Georgia 7,046, and Illinois 5,822, and Flock Safety devices accounting for approximately 97,000 (nearly 83%) of the total
.
- **August 9, 2026**:
OpenStreetMap held 138,351 features tagged as ALPR worldwide, of which 127,878 were in the United States, spanning Flock and other vendors
(civiciq.com).
- **September 28, 2026**:
Finding Flock's site indexed 143,132 documented reader locations, refreshed every six hours from OpenStreetMap
.
- **October 7, 2026**:
The live DeFlock-sourced map showed 143,886 community-reported Flock Safety and ALPR cameras across the U.S.
(deflocktheusa.com), while a competing tracker (FlockScanner) reported
100,569 documented ALPR camera locations across 51 US states, refreshed nightly from OpenStreetMap
— illustrating that different aggregators pull snapshots at different times with varying counts.
- As of early October 2026, a Truthout report stated
the anti-surveillance group DeFlock has mapped more than 143,000 ALPR cameras across the lower 48 states
.
**Note on discrepancy**: As civiciq.com cautioned,
published counts differ a lot, with figures in circulation for 2026 ranging from about 90,000 to more than 300,000, depending on whether the count covers the US or world, and whether it counts only Flock or all ALPR brands
.
## 2. DeFlock map number of ALPR cameras mapped USA milestone
Tracing the project's growth milestones from inception to present:
- **November 2024 (launch)**:
When first discussed with Freeman, DeFlock had a few dozen cameras mapped in Huntsville and a handful mapped in Southern California and the Seattle suburbs
, but
a week later, DeFlock had crowdsourced the locations of thousands of cameras in dozens of cities across the US and the
### wikipedia_lookup (SUCCESS)
Wikipedia (2 lookups):
Flock Safety:
Flock Group Inc., doing business as Flock Safety, is a privately held American manufacturer and operator of surveillance hardware and software, particularly automated license plate recognition (ALPR), mass video surveillance, gunfire locator systems, and software to integrate data gathered by these technologies. Founded in 2017, Flock operates such systems under contract with law enforcement agencies, neighborhood associations, and private property owners. As of July 2026, Flock says it operates in over 6,000 communities across 49 US states, and performs over 20 billion vehicle scans in the US every month. Flock Safety's network consists of cameras, image recognition, and machine learning, which share data with police departments.
Flock Safety:
Flock Group Inc., doing business as Flock Safety, is a privately held American manufacturer and operator of surveillance hardware and software, particularly automated license plate recognition (ALPR), mass video surveillance, gunfire locator systems, and software to integrate data gathered by these technologies. Founded in 2017, Flock operates such systems under contract with law enforcement agencies, neighborhood associations, and private property owners. As of July 2026, Flock says it operates in over 6,000 communities across 49 US states, and performs over 20 billion vehicle scans in the US every month. Flock Safety's network consists of cameras, image recognition, and machine learning, which share data with police departments.
Raw forecast prompt
You are an elite superforecaster. Produce a probability distribution over the answer to this Metaculus numeric question.
## Question
How many license plate readers mapped in the USA will be displayed by DeFlock.org on November 1, 2026?
## Description / Resolution Criteria
## Description
According to the resolution source, "DeFlock is an open-source, volunteer-powered project for identifying and documenting automated license plate readers. The map is powered by OpenStreetMap. Camera locations come from volunteers and the OpenStreetMap community, not a private company or government agency."
`{"format": "bot_tournament_question", "info": {"hash_id": "8e550300f0b57280", "sheet_id": "10"}}`
## Resolution Criteria
This question resolves as the number of LPRs mapped in the USA according to [DeFlock](https://deflock.org/) when accessed by Metaculus on or after November 1, 2026.
## Range
The question's displayed range is [130000, 220000] (units: LPRs).
The LOWER bound is OPEN: outcomes below 130000 are possible and resolve as "below range".
The UPPER bound is OPEN: outcomes above 220000 are possible and resolve as "above range".
Where a bound is open, your percentiles MAY lie outside the displayed range — the range is where the question author expects most of the mass, not a constraint on the answer. Do not compress your distribution to fit inside it.
## Research tool outputs (raw; the resolution-source read is the status-quo anchor)
## Tool outputs
### resolution_source (SUCCESS)
RESOLUTION SOURCE (the page the question resolves on — treat as the status-quo anchor):
Current state: The fetched pages only show generic titles/navigation ('DeFlock' and 'DeFlock Maps | ALPR Camera Map & Privacy Routes') with no actual LPR count data visible in the truncated text.
Last updated: unknown | already resolved: unclear | page matches criteria: True
Note: The fetched text is truncated and does not contain the actual numeric count of license plate readers mapped in the USA; the resolution date (Nov 1, 2026) has not yet occurred, so this cannot be resolved regardless.
Fetched: https://deflock.org/ (HTTP 200)
Fetched: https://maps.deflock.org/ (HTTP 200)
### web_search (SUCCESS)
Web search summary (20 results):
Here is a comprehensive summary of findings for each query:
## 1. DeFlock "license plate readers mapped" count 2026
Multiple sources from throughout 2026 show the count climbing steadily, reflecting the project's rapid growth:
- **January 2026**:
Documented reader count was 63,605
according to Finding Flock's historical tracking (findingflock.com, published Aug 9, 2026).
- **June 2026**:
DeFlock had mapped tens of thousands of ALPR cameras across the United States, not just Flock Safety devices but Motorola and other vendors too, with Flock dominating the market with cameras deployed in over 5,000 communities
(stateofsurveillance.org).
- **Mid-2026**:
DeFlock, founded in October 2024 by software engineer Will Freeman, had grown to mapping more than 107,000 ALPR cameras across the United States, according to reporting on the effort
, with
roughly 109,000 cameras mapped worldwide
(deflockilm.org).
- **July 2026**:
Fox News reported "the open-source DeFlock map displayed about 119,000 readers across the United States," describing DeFlock as a community-powered project using public submissions and OpenStreetMap data
. A related NaturalNews piece (July 22, 2026) cited
more than 117,000 readers, with California having over 16,000, Florida 7,169, Georgia 7,046, and Illinois 5,822, and Flock Safety devices accounting for approximately 97,000 (nearly 83%) of the total
.
- **August 9, 2026**:
OpenStreetMap held 138,351 features tagged as ALPR worldwide, of which 127,878 were in the United States, spanning Flock and other vendors
(civiciq.com).
- **September 28, 2026**:
Finding Flock's site indexed 143,132 documented reader locations, refreshed every six hours from OpenStreetMap
.
- **October 7, 2026**:
The live DeFlock-sourced map showed 143,886 community-reported Flock Safety and ALPR cameras across the U.S.
(deflocktheusa.com), while a competing tracker (FlockScanner) reported
100,569 documented ALPR camera locations across 51 US states, refreshed nightly from OpenStreetMap
— illustrating that different aggregators pull snapshots at different times with varying counts.
- As of early October 2026, a Truthout report stated
the anti-surveillance group DeFlock has mapped more than 143,000 ALPR cameras across the lower 48 states
.
**Note on discrepancy**: As civiciq.com cautioned,
published counts differ a lot, with figures in circulation for 2026 ranging from about 90,000 to more than 300,000, depending on whether the count covers the US or world, and whether it counts only Flock or all ALPR brands
.
## 2. DeFlock map number of ALPR cameras mapped USA milestone
Tracing the project's growth milestones from inception to present:
- **November 2024 (launch)**:
When first discussed with Freeman, DeFlock had a few dozen cameras mapped in Huntsville and a handful mapped in Southern California and the Seattle suburbs
, but
a week later, DeFlock had crowdsourced the locations of thousands of cameras in dozens of cities across the US and the
### wikipedia_lookup (SUCCESS)
Wikipedia (2 lookups):
Flock Safety:
Flock Group Inc., doing business as Flock Safety, is a privately held American manufacturer and operator of surveillance hardware and software, particularly automated license plate recognition (ALPR), mass video surveillance, gunfire locator systems, and software to integrate data gathered by these technologies. Founded in 2017, Flock operates such systems under contract with law enforcement agencies, neighborhood associations, and private property owners. As of July 2026, Flock says it operates in over 6,000 communities across 49 US states, and performs over 20 billion vehicle scans in the US every month. Flock Safety's network consists of cameras, image recognition, and machine learning, which share data with police departments.
Flock Safety:
Flock Group Inc., doing business as Flock Safety, is a privately held American manufacturer and operator of surveillance hardware and software, particularly automated license plate recognition (ALPR), mass video surveillance, gunfire locator systems, and software to integrate data gathered by these technologies. Founded in 2017, Flock operates such systems under contract with law enforcement agencies, neighborhood associations, and private property owners. As of July 2026, Flock says it operates in over 6,000 communities across 49 US states, and performs over 20 billion vehicle scans in the US every month. Flock Safety's network consists of cameras, image recognition, and machine learning, which share data with police departments.
## Question dates and conventions
Dates: opened 2026-10-08; forecasting closes 2026-10-08; resolves 2026-11-01. Only events AFTER the open date can satisfy the criteria; assume the event has NOT happened unless a source shows it has. A question phrased 'before <date>' or 'by <date>' asks whether it happens between now and that date. The deadline for the outcome is the RESOLUTION date, not the close date.
## Recent news (AskNews, raw article summaries, newest first — read these directly)
12 AskNews articles (newest first; 5 from the last 48 h, 9 from the archive). Summaries are AskNews's own; dates are publication dates.
[2026-10-07] Federal Judge Rules License Plate Readers Constitute Unconstitutional Mass Surveillance
Hellbound and Down — https://hellboundanddown.com/2026/10/07/federal-judge-calls-license-plate-readers-a-form-of-mass-surveillance/
- On October 7, 2026, US District Judge Sara E.
- Hill of the Northern District of Oklahoma ruled in United States v.
- Kyle that the use of License Plate Readers (LPRs) without a warrant constitutes 'a type of indiscriminate mass surveillance' and violates the Fourth Amendment.
- The ruling addresses a traffic stop involving Melisa Kyle, 46, of Crane, Missouri, whose Mazda SUV with a California license plate was stopped by a Tulsa County sheriff's deputy who ran the plate through Flock and VehicleManager databases.
- According to Judge Hill, this search provided the deputy with 'more than 50 individual records of Kyle's whereabouts across the country for an entire month' and 'at least 30 days of the vehicle's location information in many states.' The deputy used this data to justify a search that yielded approximately 91 pounds of methamphetamine.
- However, Judge Hill suppressed the evidence, stating the search 'was not supported by probable cause' and was conducted without a warrant.
- The judge acknowledged the technology's 'remarkable benefits' but questioned why the government should track everyone's movements, noting that while individuals lack a reasonable expectation of privacy on public roadways, 'LPR technology becomes constitutionally problematic when law enforcement can indiscriminately and passively catalog your whereabouts over an extended period of time.'.
[2026-10-07] Richmond Council Approves Police Drones and Cameras, Defers License Plate Readers
Grandview Independent — https://www.grandviewindependent.com/richmond-approves-police-drones-and-cameras-puts-license-plate-readers-on-hold/
- On October 6, 2026, the Richmond City Council voted 5-2 to approve a new contract with Axon for police drones and surveillance cameras, while placing a separate deal for license plate readers (ALPR) on hold for further negotiation.
- The council also approved a separate deal for Verkada security cameras at city buildings, parks, and the Port of Richmond.
- Councilmembers Sue Wilson and Mayor Eduardo Martinez voted against the drone and camera approval.
- The existing Flock license plate readers, which the council voted 4-3 in March to keep through the end of the year, are scheduled to go dark on December 31, 2026.
- Police Chief Tim Simmons stated the new Axon contract would replace the city's 110 Flock cameras on a one-to-one basis, with the city owning the equipment rather than leasing it, and would require deliberate administrator action to share data with outside agencies.
- Six new drone docks are planned to extend coverage to Hilltop, Carriage Hills, and Point Richmond, though the current drone covers only 60 to 70 percent of the city.
- During the meeting, Sarah Hamid of the Electronic Frontier Foundation warned that changing vendors would not mitigate risks, noting that outside agencies conducted roughly 2.4 million searches using Richmond's Flock network compared to 89,000 by Richmond police.
- Seventeen people spoke in person and four online, mostly opposing the license plate readers; Andrew Melendez noted that 14 local groups signed a joint letter and over 250 people signed a petition against the measure.
- Councilmember Claudia Jiménez expressed concerns about immigration enforcement, while Ben Therriault of the Richmond Police Officers Association labeled opponents as 'paid activists.' Councilmember Doria Robinson requested a $20,000 Police Strategies study on license plate reader usage, but the study was not reviewed before the meeting adjourned.
- Councilmember Soheila Bana moved to approve the contract excluding the license plate readers, suggesting a final vote on that component in late October, though Mayor Martinez stated, 'We'll try.'.
[2026-10-06] APD Releases Flock Camera Map and Usage Data Amid Privacy Concerns
ALXnow | Alexandria, Va. breaking news, local events and community happenings — https://www.alxnow.com/2026/10/06/apd-releases-flock-camera-map-reveals-21k-queries-led-to-137-charges-in-one-year/
- Amid growing privacy concerns from residents, the Alexandria Police Department (APD) released a map detailing the locations of 61 automated license plate readers (ALPRs) and reported that nearly 21,000 queries made between August 2025 and August 2026 led to 137 charges (72 felonies and 65 misdemeanors).
- According to APD, these queries accounted for approximately 5% of the 2,694 criminal arrests in Alexandria during that period, while also helping locate three missing persons, recover 35 stolen vehicles, and seize four firearms.
- Police Chief Tarrick McGuire emphasized the technology's critical role, citing a recent murder suspect arrest where an ALPR located the vehicle within four minutes of the crime.
- The Flock contract, which began in 2023, is set to expire but has no defined termination timeline.
- While the majority of cameras are clustered in high-crime areas like the West End and city borders, neighboring Fairfax and Arlington counties have moved to suspend or discontinue use of the technology.
- Mayor Alyia Gaskins stated she sees no role for Flock cameras in the community, despite acknowledging the utility of technology in general.
- Alison O'Connell, founder of DeFlock ALX, argued that ALPRs violate privacy and disproportionately impact minority communities by potentially facilitating data sharing with federal agencies like ICE.
- The APD will host a community listening session on Wednesday, October 7, from 6:30-7:30 p.m. at Patrick Henry Recreation Center.
[2026-10-06] How License Plate Readers Quietly Took Over American Roads
WDIV — https://www.clickondetroit.com/news/local/2026/10/06/how-license-plate-readers-quietly-took-over-american-roads/
- As of October 6, 2026, nearly 150,000 automated license plate readers operate across the United States, with most manufactured by Flock Safety, according to WDIV reporting.
- Company figures indicate the network captures 20 billion vehicle reads monthly—approximately 666 million daily or over 7,700 per second.
- The technology originated in the United Kingdom following a 1974 IRA bombing campaign, where London police deployed CCTV networks under 'Project Laser,' which evolved into a nationwide database by 1997.
- U.S. Customs and Border Protection adopted the technology in 1998 for border security, sparking widespread adoption among American law enforcement.
- Modern systems, often solar-powered and cellular-connected, are now affordable for subdivisions and homeowners associations.
- These devices log vehicle color, make, bumper stickers, and body damage, while pinging national hot lists for flagged vehicles.
- Supporters credit the cameras with aiding Amber Alerts and recovering stolen vehicles, while critics and privacy advocates argue the technology acts as an unregulated dragnet logging the daily movements of millions of drivers with limited transparency regarding data retention and sharing.
[2026-10-06] Easton Council Debates Ban on Flock License Plate Readers Amid Privacy and Safety Concerns
Star Democrat — https://www.stardem.com/news/local_news/easton-council-discusses-bans-on-license-plate-readers/article_a98d48d3-3814-40f2-b073-12a221fa5873.html
- The Easton Town Council discussed a potential ban on Flock license plate readers during a meeting on Monday, October 5, 2026, following concerns from residents organized by the group DeFlock Easton.
- Town attorney Sharon Vanemburgh reported that the legality of such a ban is uncertain, noting that while Maryland has state guardrails on data access, no case law exists to support a ban, and the Supreme Court has not ruled on the issue.
- Currently, there are five Flock cameras in Easton: three at Lowe's on Glebe Road, one on Elliott Road near Walmart, and one on South Washington Street across from Third Haven Meeting Burial Ground.
- While DeFlock, a national movement, cites over 200 incidents of misuse (including wrongful arrests and stalking) found by the Institute for Justice, none have occurred in Maryland.
- Easton Police Chief Alan Lowrey defended the cameras as a 'great investigative tool,' citing their role in solving cases such as an armed home invasion, bank robbery, and child abuse within the last couple of years.
- Lowe's senior construction manager Todd Bartok previously stated the cameras were for searching warrants and protecting against 'known felons' rather than loss prevention.
- Council President Don Abbatiello noted that while the legality is murky, the council will look into altering restrictions on the cameras' usage policies.
[2026-10-06] Rutherford County Reports 262 License Plate Readers, Third-Highest in Tennessee
WGNSRadio.com — https://www.wgnsradio.com/article/101463/rutherford-county-has-262-reported-license-plate-readers-one-of-tennessees-highest-totals
- As of October 06, 2026, Rutherford County, Tennessee, has reported 262 automated license plate readers (ALPRs), according to data compiled by the volunteer-run DeFlock project.
- This figure represents the third-highest total among 78 Tennessee counties tracked by the organization, accounting for approximately 7.2% of all cameras reported statewide.
- DeFlock notes that these numbers are based on volunteer mapping and should not be viewed as an official inventory from local government or law enforcement, as cameras may have been installed before being added to the database.
- Nationally, Rutherford County ranks 486th out of 3,222 U.S. counties for reported cameras per resident, placing it in the top 23% with approximately 5.18 reported cameras per 10,000 residents.
- For comparison, neighboring Wilson County has 132 cameras, Williamson County has 89, Bedford County has 31, and Cannon County has four.
- ALPR systems, such as those manufactured by Flock Safety, photograph passing vehicles to record license plate, time, and location data for law enforcement use.
- While agencies credit the technology for helping locate stolen vehicles and suspects, critics raise concerns regarding privacy and data access.
- The DeFlock national database currently contains more than 140,000 reported ALPR cameras, including several thousand in Tennessee.
[2026-09-14] Bipartisan Pushback Grows Against Widespread License Plate Reader Surveillance in New Jersey
The Philadelphia Inquirer — https://www.inquirer.com/news/license-plate-reader-pushback-flock-new-jersey-20260914.html
- In West Berlin, New Jersey, a group of over 20 people, including senior citizens and members of the newly formed 'DeFlock South Jersey,' gathered at a Home Depot parking lot to protest the widespread use of automated license plate readers (ALPRs).
- The protest highlights concerns from a broad political spectrum, ranging from conservative figures like Tucker Carlson and Florida Governor Ron DeSantis to progressive organizers like Adam Sheridan, regarding the creation of a 'surveillance state.' Critics argue that cameras from companies such as Flock, Motorola Solutions, Axon, and Leonardo capture vehicle details and feed them into a national database used by hundreds of local police departments across all states except Alaska.
- The technology has faced backlash due to specific incidents of abuse, including former Georgia deputies arrested for stalking and Texas police using Flock data to track women seeking abortions in other states.
- While Flock claims its technology supported over 1 million criminal investigations in 2025 and helped locate more than 10,000 missing persons, critics note that less than 1% of scanned cars are connected to crimes, citing a 2016-2017 Electronic Frontier Foundation statistic.
- In New Jersey, 523 of the state's approximately 530 law enforcement agencies used the technology as of 2024, following a $10 million funding boost from former Governor Phil Murphy in 2023.
- The Cherry Hill Police Department reported generating 2.2 million alerts in the last year, with the vast majority being expired registrations, while only 800 alerts involved stolen plates and 212 involved stolen vehicles.
- Activists are pushing for legislation, including a bill proposed by Republican Senator Michael Testa, to limit data retention to 48 hours and require warrants for data access.
- Additionally, volunteers are mapping camera locations via the open-source DeFlock.org project, and retailers like Lowe's, Walmart, and Ulta Beauty continue to use the technology citing loss prevention and employee safety.
[2026-08-12] New Crowdsourced App Maps Over 128,000 Surveillance Cameras Across the US
Mashable — https://mashable.com/tech/flock-camera-map-neighborhood
- According to a report by the New York Times, a crowdsourced app called DeFlock Maps has been launched to increase 'surveillance transparency' by mapping automated license plate readers (ALPRs) across the United States.
- The app, powered by the open-source project OpenStreetMap, relies on volunteers rather than private companies or government agencies to pinpoint device locations.
- While the map includes devices from Motorola Solutions, Genetec, and other unnamed tech companies, Flock Safety cameras make up over 80 percent of the mapped devices.
- As of the report, DeFlock has tracked 128,988 devices, with 105,770 marked as Flock Safety units, representing just under 90 percent of Flock's stated total of over 120,000 cameras across 49 states.
- DeFlock's user guide states that 'Mass surveillance infrastructure is expanding rapidly in our communities, often without public awareness or consent,' and aims to create a 'transparent, searchable record' to foster accountability.
- The technology has faced controversy, described by Mashable's Olivia Tauber as 'creepy surveillance' capable of turning passing cars into searchable records containing license plates, location, color, model, and details like bumper stickers.
- In one instance of public backlash, a Minnesota city saw all its devices stolen.
- The app stipulates that it collects no user data, noting that 'everything stays on your device except what you choose to upload to OpenStreetMap.'.
[2026-07-30] US License Plate Camera Tracking Sparks Privacy Concerns and Legal Challenges
Yahoo — https://www.yahoo.com/news/us/articles/license-plate-cameras-tracking-drivers-170044925.html
- Automated license plate readers (ALPRs) have spread across the United States, with the open-source DeFlock map displaying approximately 119,000 readers as of the reporting date.
- California leads with more than 16,000 mapped readers, followed by Florida with 7,169, Georgia with 7,046, and Illinois with 5,822.
- Flock Safety cameras account for about 83% of the mapped total.
- While police departments use these systems to locate stolen cars and vehicles connected to serious crimes, privacy advocates warn that the networks can reveal where ordinary people travel.
- The technology records a vehicle's plate number, make, model, color, body type, and visible features like a roof rack, along with the camera location and timestamp.
- A review by the Los Angeles Police Department (LAPD) of over 210 million plate scans over two months found that the system incorrectly flagged 161 plates as stolen, though 337 alerts helped recover stolen vehicles.
- In October 2025, California Attorney General Rob Bonta sued the city of El Cajon for allegedly sharing ALPR data with more than 100 out-of-state law enforcement agencies, violating state laws that prohibit such sharing.
- In January 2026, Bonta requested a court order to stop the sharing.
- Meanwhile, the LAPD allowed its three-year operating agreement with Flock Safety to lapse on July 11, 2026, to address concerns regarding data ownership, privacy, and security, while negotiations for a new agreement with stronger safeguards continue.
- The article notes that a Washington judge previously ruled that Flock license plate reader images can qualify as public records, raising further transparency concerns.
[2026-07-30] Privacy Concerns Rise as 119,000 License Plate Cameras Spread Across the US
NEW YORK TIMES POST - Breaking News Magazine Sports — https://nytimespost.com/license-plate-cameras-are-tracking-drivers-everywhere/
- Former FBI Special Agent Nicole Parker and Criminal Defense Attorney Josh Ritter discuss the proliferation of AI-powered automated license plate readers (ALPRs) in the United States.
- According to the open-source DeFlock map, approximately 119,000 readers are currently active across the country, with Flock Safety cameras accounting for 83% of the total.
- California leads with over 16,000 mapped readers, followed by Florida (7,169), Georgia (7,046), and Illinois (5,822).
- While police departments utilize these tools to locate stolen vehicles and track suspects—such as the LAPD, which processed over 210 million scans in two months with 337 successful recoveries and 161 false flags—privacy advocates raise concerns about mass data collection without warrants.
- A recent case in Colorado involved a woman wrongly accused of theft based on Flock data, requiring her to provide Google Location Timeline evidence to clear her name.
- Legal challenges are emerging, including a lawsuit by California Attorney General Rob Bonta against the city of El Cajon in October 2025 for allegedly sharing data with over 100 out-of-state agencies, and the Los Angeles Police Department pausing access to 138 Flock cameras after a three-year agreement expired on July 11, 2026, pending new terms that would ensure city ownership of data and prohibit commercial use by Flock.
- Flock Safety maintains that its systems do not use facial recognition, have a default 30-day retention period, and log all searches, though a Washington judge previously ruled such images could qualify as public records.
[2026-06-26] DeFlock Tool Maps 100,000+ Flock ALPR Cameras Across the U.S.
SlashGear — https://www.slashgear.com/2202054/deflock-free-anti-flock-traffic-camera-too/
- Flock Safety's traffic cameras, deployed across U.S. highways, have raised privacy concerns regarding data collection and usage.
- In response, an open-source project called DeFlock has created a free public mapping tool that identifies and maps over 100,000 Automated License Plate Readers (ALPRs) nationwide.
- Users can access the DeFlock website or mobile app to find exact camera coordinates, view manufacturer details, and plan routes that avoid these systems.
- The platform allows users to contribute location data to keep the map updated.
- Although Flock Safety sent a cease-and-desist demand to DeFlock in early 2025, the project remains online as of June 26, 2026, according to SlashGear.
[… older articles omitted]
## Research reports (one per dimension: web search + page reads, dated, with sources)
### CURRENT STATE
- [2026-10-07] Third-party tracker deflocktheusa.com (which mirrors DeFlock's OpenStreetMap-sourced camera data) reported
Updated Oct 7, 2026 · 143,886 cameras on the map today
across the US, up from
143,475 Flock Safety and ALPR cameras reported across every U.S. state and territory as of Oct 4, 2026
— a gain of ~411 cameras (~137/day) in three days. https://deflocktheusa.com/the-map/
- [2026-10-07] A direct DeFlock reference in reporting on the same day stated
The anti-surveillance group DeFlock has mapped more than 143,000 ALPR cameras across the lower 48 states.
https://truthout.org/articles/progressives-and-republicans-introduce-competing-bills-to-rein-in-flock-cameras
- [2026-10-02] Reporting on the Flock Surveillance Map (a separate, non-DeFlock project by researcher Joshua Michael) noted DeFlock's own figure was cited as:
Deflock.org, a crowd-sourced mapping tool that keeps track of the automated license plate recognition (ALPR) devices, says that of the 142,000+ it knows of, including those from Motorola, Axon, and other brands, Flock owns 81 percent of them.
https://carscoops.com/2026/10/researcher-maps-300000-flock-devices-then-flock-tries-to-take-it-down
- [2026-08-28] (35 days before query date) a national report stated
More than 135,000 automated license plate-recognition cameras have been identified nationwide, and four of every five of those are made by Flock Safety, according to crowdsourced data from DeFlock.org.
https://abcnews.com/US/flock-cameras-trigger-nationwide-backlash-privacy-concerns-police/story?id=136084771
- [2026-08-09] An independent audit of the underlying OpenStreetMap data (the same dataset DeFlock renders) found:
As of 9 August 2026, OpenStreetMap carried 138,351 features tagged as ALPRs worldwide, 127,878 of them in the United States
, and noted
That is roughly an eight-fold rise in the seventeen months since the EFF figure.
https://stateofsurveillance.org/guides/basic/what-is-deflock/
- [2025-02-26] One year-ago baseline (per EFF, cited by the same source):
When EFF wrote about the project on 26 February 2025, DeFlock had "mapped out more than 16,000 individual camera locations, more than a third of which are Flock Safety devices"
. No DeFlock-specific figure for October 2025 was found directly, but the trajectory (16K in Feb 2025 → ~128K by Aug 2026) shows explosive, accelerating growth over the past 20 months. https://stateofsurveillance.org/guides/basic/what-is-deflock/
- [2026-09-??] An industry/statistics summary estimated the mid-2026 trajectory as:
The crowdsourced DeFlock.org mapping project, which combines public submissions with OpenStreetMap data, documented roughly 119,000 readers nationwide in August 2026, a figure that climbed to more than 135,000 by early September
, implying average growth of several thousand cameras per week during that stretch. https://www.theglobalstatistics.com/flock-ai-camera-statistics-in-us/
- [2026-10-07] Official DeFlock.org homepage (deflock.org) is a JavaScript single-page application; fetching it directly returns only metadata (title "DeFlock", description "DeFlock is an open-source project that maps license plate readers across the US"), with the live number rendered client-side via the map/API rather than exposed in static HTML — confirming the resolution source itself does not publish a simple numeric API endpoint accessible via basic fetch. https://deflock.org/
- [2026-10-07] A third-party comparison site using the same underlying OSM/DeFlock dataset separately reported
150,071 cameras mapped
, slightly higher than deflocktheusa.com's 143,886 for the same week — indicating roughly 143,000–150,000 is the current plausible band depending on exact extraction method/snapshot timing, though the question's resolution source is DeFlock.org itself rather than these mirrors. https://flockcameralocations.com/flock-camera-maps-compared
- [2026-10-07] Context on data mechanics:
Updated hourly — when a new camera is reported anywhere in America, it's on this map and in the National Record Index within the hour.
This implies DeFlock's own live count updates continuously (not on a fixed release schedule), so the November 1, 2026 snapshot will reflect whatever has accumulated by that date. https://deflocktheusa.com/the-map/
BOTTOM LINE: DeFlock's US camera count has been on a steep, accelerating growth trajectory in 2026 — roughly 119K (Aug) → 135K (early Sept) → 143–144K (Oct 4–7) — averaging on the order of 1,000–3,000+ new cameras mapped per week in recent weeks; absent a major disruption (e.g., legal takedown efforts or data purges), a further increase of several thousand to ~10,000 cameras by November 1, 2026 (landing roughly in the 146,000–155,000 range) is consistent with the recent trend, though the figure is volunteer-driven and can fluctuate.
NOT FOUND: An exact DeFlock.org figure for "US LPRs" on November 1, 2025 (one year prior) could not be located; the closest dated reference points are EFF's ~16,000 figure (Feb 2025) and various mid-2026 snapshots. No official DeFlock.org API/CSV endpoint with a single authoritative "total US cameras" number was accessible via direct fetch (the live site is a JS app); all figures above come from secondary trackers/reporters quoting DeFlock's rendered map total or the underlying OpenStreetMap ALPR tag count on specific dates.
### BASE RATE
**Historical growth of DeFlock's mapped US ALPR count over the Oct 8–Nov 1 window (and surrounding context):**
- [2026-08-26] A third-party analysis (RoadSigns.com) of the DeFlock/OpenStreetMap dataset found the running total grew from
14,998 total in Jun 2025 to 135,844 on August 26, 2026
, confirming month-by-month totals including
27,078 total Oct 2025: 32,195 total Nov 2025: 42,964 total Dec 2025: 53,119 total
— https://roadsigns.com/blogs/resources/how-many-flock-cameras-are-there
- **2023 window (Oct 8→Nov 1, 2023):** No meaningful change; the same source states
Only 432 cameras in the current dataset had been mapped by the end of 2023
, meaning DeFlock was a tiny hobby project with essentially flat, near-zero counts in this window. https://roadsigns.com/blogs/resources/how-many-flock-cameras-are-there
- **2024 window (Oct 8→Nov 1, 2024):** DeFlock itself was only just founded;
DeFlock was founded in October 2024 by Will Freeman
, and the year-end 2024 total was only
4,344 by the end of 2024
, so the Oct–Nov 2024 window captured only a few hundred cameras added as the project was just launching.
- **2025 window (Oct 8→Nov 1, 2025):** This was the fastest-growing of the three years so far: the dataset went from roughly
32,195 total Oct 2025
to
42,964 total Nov 2025
— a net gain of nearly 10,769 cameras in that single month, with the source noting
October 2025: 5,117 camera records 5,117
and
November 2025: 10,769 camera records 10,769
added/updated.
- **2026 trajectory (most relevant recent baseline):** Growth has accelerated further through 2026, reaching
118,758 total
by July 2026 and
4,344 by the end of 2024 before increasing sharply during 2025 and the first eight months of 2026
, with monthly additions of
July 2026: 16,348 camera records 16,348
and
August 2026 through August 26: 17,086 camera records 17,086
— an average of roughly 500+ cameras/day by mid-2026.
- **Most recent confirmed snapshot:** As of early October 2026, a tracking site reports
The live map of 143,886 community-reported Flock Safety and ALPR cameras across the U.S., updated Oct 7, 2026
, up from
143,475 Flock Safety and ALPR cameras reported across every U.S. state and territory as of Oct 4, 2026
— a gain of roughly 400 in three days, implying a current daily run-rate near 100-150/day (slower than the summer 2026 peak but still substantial).
- **Largest surprises on record:** The project's growth has repeatedly outpaced observers' expectations — it went from
a few dozen cameras mapped in Huntsville and a handful mapped in Southern California and in the Seattle
area at launch to over 140,000 nationally within about two years, and a September 2026 Senate hearing and Flock cease-and-desist attempt around a rival 300,000-device map (not DeFlock itself) triggered a surge of media attention and volunteer mapping activity in Sept–Oct 2026, per
Joshua Michael's Flock Surveillance Map highlights the locations of what he says are 300,000 Flock surveillance devices spread across the country... were cited in Wednesday's Senate Subcommittee on Crime and Counterterrorism hearing on Flock
— this kind of news-driven spike (e.g., July–August 2026's jump to 16,000+ monthly additions) shows the series is prone to sudden upward surprises tied to publicity events, litigation, or city-council controversies (several of which — Richmond, Alexandria, Easton — are active in October 2026 per earlier AskNews summaries).
- **Accuracy of "forecasts"/consensus:** There is no formal external forecast track record for DeFlock's count; third-party trackers (RoadSigns.com, mapatlas.eu, stateofsurveillance.org) function more as near-real-time trailing trackers than predictive forecasters, and their own snapshots have sometimes diverged by date (e.g.,
taginfo reports 138,351 features carrying surveillance:type=ALPR worldwide... Geofabrik's regional taginfo instance for the United States extract reports 127,878, also current to 9 August 2026
), indicating month-to-month volatility of several thousand even in "snapshot" readings depending on exact query date and source (deflock.org website itself vs. OpenStreetMap taginfo vs. third-party aggregator sites), which matters for pinning an exact November 1, 2026 figure.
BOTTOM LINE: The Oct 8→Nov 1 window has shown accelerating absolute growth each year — negligible in 2023 and 2024 (project didn't yet exist/was nascent), roughly +10,000 in 2025, and in 2026 the dataset is growing from ~144,000 (Oct 7) at a current pace that, if sustained near the August 2026 peak rate (~500/day) or even the slower early-October rate (~100-150/day), implies a plausible range of roughly +3,000 to +15,000 added by November 1, 2026, putting the resolved figure somewhere in the high-140,000s to low-160,000s, with upside risk if a news/controversy-driven mapping surge (similar to July-August 2026) recurs.
NOT FOUND: An official, dated "deflock.org" homepage counter reading for October 8, 2026 or historical Wayback Machine snapshots of deflock.org itself for Nov 1 in 2023/2024/2025 (the live deflock.org page returned no visible counter text in this fetch); a verified, single authoritative "US-only" count directly from deflock.org's own UI (figures cited come from OpenStreetMap taginfo extracts and third-party trackers, which may differ slightly from what Metaculus will see on deflock.org's map interface).
### KEY FACTORS
**Key causal drivers for the DeFlock.org USA LPR count on 2026-11-01**
1. **Volunteer "camera-hunter" supply (who controls it: grassroots mappers).**
The volunteers who drive routes looking for plate readers call themselves "camera hunters," and hunting Flock cameras has become an ordinary weekend hobby in a few hundred American towns; they post what they find to the open DeFlock map, and the count grows.
Momentum is self-reinforcing:
a DeFlock Upper Arlington organizer said "we had almost 50 people at our last meeting and since that, our email list has more than doubled."
The national DeFlock group said it's seen grassroots organizations surge across the country, many of them also involving first-time organizers, describing the movement as "decentralized, grassroots and almost entirely volunteer run."
2. **Underlying OpenStreetMap growth curve (mechanism: continuous edits, no release schedule).** A third-party taginfo analysis shows the pace has been roughly linear through 2026: worldwide ALPR tags rose from 71,644 (1 Jan 2026) to 101,562 (1 May 2026) to 153,759 (25 Sep 2026), with
about 142,000 of them in the United States and 8,900 in Europe
as of late September — implying a steady worldwide run-rate near 10,000–11,000/month sustained for most of 2026, a slightly faster pace than the deceleration some trackers reported for early October.
3. **News-driven mapping spikes (who controls it: media cycle around Flock controversies).** Three new federal bills — the Ban Flock Act, the Flock-Off Act, and the Stop Flock Abuse Act —
were introduced in Congress targeting ALPR technology, with the Ban Flock Act introduced October 2, 2026, barring federal use and cutting federal funding to state/local users
, and
three separate bills aimed at the system have landed in Congress within five weeks of each other
. This surge of national coverage (plus the Oct 7 Oklahoma court ruling and local fights in Richmond/Alexandria) mirrors the pattern that produced DeFlock's July–August 2026 growth spike, and is a plausible tailwind for continued/accelerated volunteer mapping through Nov 1, though none of these bills can change the physical camera count or force removals before the resolution date.
4. **Corporate/legal pressure against mapping itself (who controls it: Flock Safety; largely neutralized).** Flock's historical cease-and-desist against the project
in early 2025 Flock Safety sent DeFlock a cease-and-desist letter arguing that the project's name diluted its trademark; the Electronic Frontier Foundation answered that the claims were groundless, and the project kept its name
. No new legal action against DeFlock.org itself (as opposed to the separate, non-DeFlock "Flock Surveillance Map" site) has surfaced in October 2026 reporting, suggesting this driver remains dormant and unlikely to suppress growth before Nov 1.
5. **Physical camera base still has headroom (who controls it: Flock Safety's actual deployment pace).** Flock's own public claim remains
Flock Safety operates over 120,000 cameras nationwide, recording approximately 20 billion vehicle movements monthly
, and company spokespeople have stated support for regulation rather than removal (per prior reporting), meaning the installed base (which DeFlock volunteers are still catching up to mapping) continues to grow or at least hold steady — removals from contract cancellations (e.g., Richmond's cameras going dark Dec 31, per prior report) fall after the Nov 1 deadline and should not reduce the count by then.
**BOTTOM LINE:** All five drivers point the same direction — sustained ~10,000/month worldwide OSM-tagged growth, an accelerating volunteer/organizing base, heavy current media attention from three new congressional bills and a federal court ruling, and no active legal threat currently suppressing DeFlock itself — together imply continued net additions through November 1, 2026 with no mechanism identified that would cause a count decrease before the deadline.
**NOT FOUND:** No evidence of any technical outage, OpenStreetMap moderation action, mass vandalism/deletion event, or new corporate legal action specifically targeting DeFlock.org (as distinct from the rival Flock Surveillance Map) in October 2026; no official DeFlock-published growth target or roadmap.
### EXPERT VIEW
Note: No formal "expert forecasts" or prediction-market odds exist for this niche metric; the best available evidence is the project's own published growth trajectory and multiple independent trackers mirroring the same OpenStreetMap-derived dataset that DeFlock.org draws on.
- [2026-09-29] Independent tracker findingflock.com, which pulls the same OpenStreetMap `surveillance:type=ALPR` data DeFlock is built on,
reported 143,301 cameras documented nationwide, calling these counts of what has been mapped, a floor, not a census
, 9 days before this question opened — WAS.
- [2026-10-07] The same tracker's refreshed snapshot showed growth continuing but decelerating:
144,078 cameras documented in the field by OpenStreetMap contributors, refreshed every six hours
, per findingflock.com/stats.
- [2026-10-07] findingflock.com's published monthly series (a de facto trend "forecast" baseline) shows:
January 2025: 7,618; January 2026: 63,605; July 2026: 110,433
documented readers — https://www.findingflock.com/stats.
- [~2026-08-26] roadsigns.com's independent tally, using the same DeFlock/OSM source, computed year-by-year additions:
432 by end of 2023, 4,344 by end of 2024, and 53,119 by end of 2025, reaching 135,844 by August 26, 2026 (82,725 added in the first eight months of 2026 alone)
— https://roadsigns.com/blogs/resources/how-many-flock-cameras-are-there.
- [2026-10-04] A second independent chapter site, deflocktheusa.com, which mirrors the official DeFlock dataset, stated
143,475 Flock Safety and ALPR cameras reported across every U.S. state and territory as of Oct 4, 2026
— https://deflocktheusa.com/flock-cameras/.
- [2026-10-07] State-level pages on the same site (updated daily from the DeFlock feed) put Virginia's count at
3,439 Flock & ALPR license plate readers reported across Virginia as of Oct 7, 2026
with "393 cameras added in the last 30 days" for that one state, implying continued national net growth of roughly several thousand per month.
- [2026-09-28] Boston Globe graphic (secondary journalistic use of DeFlock data, functioning as an informal trend projection)
noted the number of readers grew from 17 at the beginning of 2025 to over 1,200 through Sept. 24, 2026, in one specific area (Salem, MA) according to crowd-sourced reports gathered by Deflock.org
, illustrating the mapping effort is still actively expanding at the local level into very recent weeks.
- [~2026-09-27] Carscoops, reporting on a rival (non-crowdsourced) researcher's leaked Flock internal dataset, noted
Deflock.org, a crowd-sourced mapping tool... says that of the 142,000+ it knows of, including those from Motorola, Axon, and other brands, Flock owns 81 percent of them
, corroborating the ~142-144k range just before question-open.
- [2026-09-27] deflocktheusa.com's analysis of the leaked Flock internal device dataset — the closest thing to a "ground truth" ceiling estimate — found
115,062 active Flock-brand ALPR cameras documented on the (DeFlock) map, versus 123,638 Flock devices Flock's own internal records list as in service; across all ALPR brands the documented total is 142,848 active cameras, with a further 10,179 recorded and later observed as removed, for 153,027 ever documented
, suggesting DeFlock's crowdsourced count still has meaningful headroom to grow toward the company's true deployed total even without new installations.
- [2026-07-24] Flock Safety's own last public claim, cited repeatedly across outlets, put its network at
more than 120,000 cameras across 49 states, so the independently verified (DeFlock) count now covers about 93% of the claimed network
as of late August — a rough external anchor/ceiling that DeFlock has since surpassed on raw mapped count (crossing it because it counts all vendors, not just Flock).
BOTTOM LINE: No betting-market or formal analyst forecast exists for this metric; the best proxy "forecast" is DeFlock's own historical growth curve, which rose from ~110,000 (July 2026) to ~143,000–144,000 by early October 2026, i.e., roughly 8,000–10,000 new mapped LPRs per month in mid-2026 before visibly decelerating to roughly 100–220 per day (≈3,000–6,500/month) by late September–early October 2026. Extrapolating that slowing trend over the ~25 days to November 1, 2026 implies a DeFlock.org national total somewhere in the roughly 146,000–150,000 range, with material uncertainty given the volunteer-driven, lumpy nature of reporting and occasional backlog "batch" updates.
NOT FOUND: No Metaculus community prediction, Polymarket/Kalshi market, or named analyst/firm numeric projection specifically for the DeFlock.org USA counter on November 1, 2026 was found; no official DeFlock project roadmap or stated growth target was located; could not directly access a live, JS-rendered count on deflock.org itself (its static homepage source returned no numeric counter), so all current figures here come from secondary trackers mirroring the same underlying OpenStreetMap dataset.
### HIGH CASE
- [2026-10-07] The official DeFlock-adjacent tracker's own banner (distinct from its "active map" figure) states deflocktheusa's broader ledger shows
154,241 cameras documented and kept, including the 10,737 that came down
— i.e., gross historical submissions already exceed 154,000, roughly 10,000 above the 143,886 "live" figure for the same date, showing that if DeFlock.org's own displayed count includes decommissioned/legacy entries rather than purely active ones, the number shown on Nov 1 could run materially higher than trackers quoting "active only" totals. https://deflocktheusa.com/the-map/
- [2026-09-27] A direct analysis of Flock's own leaked internal device records found volunteers had already mapped
115,062 active Flock-brand ALPR cameras... Set against the 123,638 cameras Flock's own records list as in service, residents with phones have independently accounted for roughly 93 percent of the company's deployed camera fleet
— leaving a known, quantifiable "headroom" gap of ~8,600 already-installed Flock cameras alone that volunteers could close by Nov 1 without any new installations, plus thousands more from non-Flock vendors (Motorola, Genetec, etc.) that remain comparatively under-mapped. https://deflocktheusa.com/flock-camera-count-surveillance-map-takedown/
- [2026-10-07] Finding Flock's monthly OSM series shows the pace from July to early October 2026 running well above the "decelerated" estimates cited elsewhere: the count rose from
110,433 in July 2026
to 144,078 by Oct 7 — roughly 340 cameras/day sustained over three months, a rate that if simply continued for 25 more days would add another ~8,500, landing near 152,500 even without any catalyzing event. https://www.findingflock.com/stats
- [2026-10-04] Mother Jones reports Flock-camera politics have become a 2026 midterm flashpoint, noting
in the past year alone, more than 50 municipalities have cut ties with Flock and other ALPR vendors, according to the advocacy group DeFlock
, and that even Republican governors are acting —
Florida's Republican Gov. Ron DeSantis... In early September, he banned the cameras on state highways
— high-profile fights of this kind have historically driven spikes in volunteer mapping activity in affected areas (as seen with Richmond, Alexandria, Easton in the AskNews block). https://www.motherjones.com/politics/2026/10/flock-cameras-midterm-elections-democrats-republicans-alpr-axon-motorola/
- [2026-10-08] WOSU reports an organic surge of brand-new, first-time local DeFlock chapters in central Ohio (Upper Arlington, Worthington, Reynoldsburg) each independently mapping/flagging cameras, with organizers stating
the national DeFlock group said it's seen grassroots organizations surge across the country, many of them also involving first-time organizers
— new chapters forming in the final weeks before Nov 1 is a direct mechanism for accelerated mapping submissions, not just advocacy. https://www.wosu.org/politics-government/2026-10-08/meet-the-central-ohio-residents-who-want-to-deflock-their-neighborhoods
- [2026-09-27] Newsweek's tracking of DeFlock's "recent victories" counter (a different DeFlock-maintained metric, tracking city bans/removals, not camera count) shows accelerating organizational reach:
More than 150 U.S. communities have now rejected, canceled or deactivated automated license plate reader systems, according to anti-surveillance project DeFlock... DeFlock's latest tracker lists 153 communities as "recent victories"... When Newsweek reported on the tracker in July, the total stood at 95
— this 60%+ jump in tracked communities in ~10 weeks is a proxy for how fast DeFlock's volunteer/chapter network itself is scaling, which is the same base that performs camera-mapping.
- [2026-09-30] A rival, non-crowdsourced "Flock Surveillance Map" built from a leaked internal Flock dataset documented far more devices than DeFlock, with
a new map published Wednesday by a cybersecurity researcher reveals Flock's nationwide reach is even bigger. Based on location coordinates from Flock's own database, the map shows more than 170,000 cameras
— intense media coverage of this gap (Intercept, Carscoops, Yahoo) is plausibly spurring DeFlock volunteers to "catch up" by cross-referencing and adding previously-unmapped locations exposed by the leak, a concrete high-scenario accelerant not reflected in trend-only extrapolations. https://theintercept.com/2026/09/24/how-many-flock-devices-in-united-states-300000/
- [2026-09/10] Widespread viral "De-Flock America" Halloween (Oct 31) coverage explicitly ties into DeFlock's mapping tool: reporting notes activists are
compiling and distributing map data pinpointing the exact, often confidential locations of Flock cameras... leveraging open-source mapping tools (like Deflock.org) to build interactive, crowdsourced regional heat maps
, meaning heightened late-October attention around Halloween could drive a last-minute submission spike right before the Nov 1 snapshot, even though mainstream outlets stress DeFlock itself
shares no association with the project DeFlock, which maps automated license plate readers and has promoted public meetings, records requests and other legal forms of opposition
and disavows vandalism. https://unitingnow.substack.com/p/halloween-is-being-promoted-as-de ; https://www.newsnationnow.com/us-news/deflock-america-movement-what-to-know/
BOTTOM LINE: The high-scenario case rests on three concrete, evidence-backed accelerants beyond simple trend extrapolation — (1) a documented ~8,600-camera "catch-up" gap to Flock's own in-service fleet count plus an even larger gap versus the leaked 170,000-camera full-network figure, (2) a surge of brand-new volunteer chapters nationwide in the final weeks of October, and (3) Halloween-driven viral attention explicitly encouraging crowdsourced map contributions — together these could push the Nov 1 DeFlock.org US figure toward the 152,000–158,000 range, and if DeFlock.org's displayed total follows deflocktheusa's broader "documented and kept" convention (154,241 as of early Oct, before further growth) rather than an active-only count, a reading at or above 158,000–160,000 is plausible.
NOT FOUND: No confirmation of exactly how DeFlock.org's own live counter treats decommissioned/removed cameras (whether it nets them out or not), which is the single biggest swing factor between the "143,886 active" and "154,241 ever documented" readings; no direct evidence yet of a realized post-Sept-24 mapping spike specifically attributable to the leaked 300,000-device Flock Surveillance Map story.
### LOW CASE
- [2026-08-20] OpenStreetMap's Data Working Group (DWG) publicly stated it
it would be good if the makers of the DeFlock app could add some anti-vandalism features themselves, and warned "there might come a time where we will have to say to DeFlock, sorry but we can't be your data storage backend any more, please build your own database"
— a credible low-scenario mechanism: OSM (DeFlock's sole data store) could restrict or throttle the editor app mid-window, directly capping growth. https://community.openstreetmap.org/t/deflock-app-issues/146678
- [2026-08-20/21] Concrete vandalism events are already suppressing net growth: a DWG moderator reported blocking users who added "hundreds of apparently fake surveillance nodes" in Texas, and a second moderator reported fighting "~700 fictitious cameras" mapped in Gillette, Wyoming alone — both batches were reverted, meaning raw additions get partly clawed back from the public total. https://community.openstreetmap.org/t/deflock-app-issues/146678
- [2026-08-20] DeFlock's own maintainer ("StopFlock/Bob") confirmed the project relies on only
6-8 people working on data quality monitoring and moderation at the moment
, a thin, volunteer-run moderation layer that limits how fast legitimate new nodes can be verified and could bottleneck growth if vandalism volume keeps rising. https://community.openstreetmap.org/t/deflock-app-issues/146678
- [2026-08-24 to 08-30] The same OSM thread documents an ongoing international spillover of fake/joke nodes (New Zealand, Poland, Ontario) being reverted one by one by volunteer editors, and a mapper proposing to categorically recast ambiguous "Flock" tags as generic CCTV — both processes mechanically remove entries from the ALPR-tagged count that would otherwise inflate DeFlock's total. https://community.openstreetmap.org/t/deflock-app-issues/146678
- [2026-10-04] Jalopnik, citing DeFlock.org directly, put the live national total at
143,356 LPRs mapped in the country
as of early October — corroborating the ~143K baseline other trackers cite, with no indication of acceleration beyond recent trend.
- [2026-10-06] Cybernews/Secure Justice data show city contract cancellations hit a record pace —
214 localities have dropped Flock camera contracts since 2021, with 90 localities canceling in August 2026 alone, a fourfold increase from July
— and as physically-removed cameras (e.g., Tempe's full shutdown, Pflugerville's 28-camera deactivation per the Newsweek map) get flagged "removed" on OSM, DeFlock's active US total could see real decrements, not just slower adds.
- [2026-10-07] Richmond's 110 Flock cameras are confirmed scheduled to go fully dark December 31, 2026 (per AskNews), and Kane County's board voted this week to pull five cameras from Mill Creek — both are examples of physical teardown events in the immediate pre-resolution window that, if promptly reflected by volunteer mappers, would subtract nodes rather than add them. https://hoodline.com/2026/10/kane-county-pulls-flock-cameras-from-mill-creek-after-residents-demand-it
- [2026-09-25] mapatlas.eu's independent taginfo pull put the global ALPR tag count at
153,759 objects tagged surveillance:type=ALPR, with about 142,000 in the United States
— a figure already slightly below the ~143–144K seen in subsequent snapshots, showing the series is not strictly monotonic week to week once vandalism reverts and node reclassifications are netted out.
- [2026-10-08] WOSU reporting on central Ohio "DeFlock" chapters notes organizers explicitly discourage vandalism of physical cameras and instead redirect energy toward city-council bans, but also documents camera vandalism already occurring in Gahanna (two poles cut, one camera stolen) — a sign that even successful local campaigns can produce ambiguous/contested OSM entries (stolen/destroyed cameras marked "removed") rather than pure net adds. https://wosu.org/politics-government/2026-10-08/meet-the-central-ohio-residents-who-want-to-deflock-their-neighborhoods
BOTTOM LINE: The low-scenario case does not rest on DeFlock disappearing, but on three converging frictions already visible in the record — OSM's explicit (if conditional) threat to restrict the DeFlock editor, an under-resourced 6–8 person moderation team fighting documented vandalism batches of hundreds to ~700 fake nodes, and an accelerating wave of real-world camera teardowns (Richmond, Tempe, Pflugerville, Kane County) that could translate into node removals — any of which could flatten growth toward the low-to-mid 140,000s–147,000s rather than extending the summer's faster trajectory.
NOT FOUND: No evidence that OSM has yet actually suspended or rate-limited the DeFlock app (as of Oct 7, the relationship remains cooperative per the thread), no quantified net total of nodes removed due to physical camera teardowns, and no DeFlock-published tally of how many previously-mapped cameras have been marked "removed/inactive" following the recent cancellation wave.
## Required pre-forecast walkthrough
Before giving percentiles, address these explicitly in your rationale:
(0) Resolution check: what the resolution source currently shows, and whether the value is already known or fixed as of today.
(a) The time left until the question resolves.
(b) The outcome if NOTHING changes from today (the status quo value).
(c) The outcome if the CURRENT TREND continues.
(d) The expectations of experts / markets / base rates.
(e) A plausible scenario that produces a LOW outcome (near p10).
(f) A plausible scenario that produces a HIGH outcome (near p90).
## Calibration guidance
- **Be humble about tails.** Good forecasters set WIDE 90/10 intervals to account for unknown unknowns. Narrow tails get punished by the log score far more than slightly-biased medians.
- **Status quo anchoring.** The p50 should be close to the status quo value unless you have strong evidence of a trend.
- Don't pile mass at one value — if you're tempted, widen the spread by 20-50%.
- **Markets and experts are priors, not anchors.** If a SAME QUESTION market, analyst consensus, or community percentiles appear in the evidence, treat them as a strong prior — centre near them and widen — and name the specific evidence they lack whenever you move away. RELATED markets are context only.
- **Open bounds carry real mass.** Where a bound is OPEN, the outcome can land beyond it and the question then resolves "below range" / "above range". Put honest probability there (p_below_min / p_above_max in the output) instead of squeezing the distribution inside the displayed range; the season's worst losses were outcomes that landed where the distribution had ~2%.
- **Relative-return / spread questions ("how much will X's return exceed Y's").** A near-zero median is usually right, but size the TAILS to the more VOLATILE leg, not to a generic 2-3pp spread. Two broad equity indices (e.g. Nasdaq-100 vs S&P 500) do stay within roughly ±2-3pp over a two-week window. But when one leg is a commodity (crude oil, gold) or a single high-beta stock (e.g. Nvidia), the two-week realized spread regularly reaches ±10pp or more — crude-vs-equity spreads have hit ±18pp. In those cases set p10/p90 to at least ±10pp (±15pp or wider for oil) while keeping the median near the status-quo spread; the 2-3pp intuition applies only to index-vs-index.
- **Heavy-tailed one-off magnitudes (opening-weekend box office, product-launch or debut numbers).** Pre-event tracking for these routinely misses by ±40% or more, and results land both far above and far below the consensus. Do NOT treat the displayed [min, max] range as the plausible range or clamp p10/p90 to its edges: the outcome can fall outside the range in either direction (recent opening weekends resolved ~7% above a displayed ceiling in one case and roughly half the displayed floor in another). Set p10/p90 wide enough that a 2x-or-0.5x surprise versus your central estimate still lands inside the interval, and when concrete current tracking disagrees with historical/franchise base rates, weight the tracking.
## Output
Return ONLY valid JSON, no markdown fences:
{
"rationale": "<address (a) through (f) above, then state your distribution — 6-10 sentences total>",
"p10": <number>,
"p25": <number>,
"p50": <number>,
"p75": <number>,
"p90": <number>,
"p_below_min": <probability in [0, 1] that the outcome is BELOW 130000>,
"p_above_max": <probability in [0, 1] that the outcome is ABOVE 220000>
}
Percentiles MUST be in non-decreasing order (p10 <= p25 <= p50 <= p75 <= p90). p_below_min is P(outcome < 130000); p_above_max is P(outcome > 220000). These must agree with your percentiles: a p10 below the lower bound implies p_below_min > 0.10, a p90 above the upper bound implies p_above_max > 0.10. A mass below ~0.05 on an open side needs a specific reason.