surveillance_spending

A DISCOVERY INDEX of surveillance and police-technology dollar figures found in local government meeting records across 130+ named vendors — NOT a table of confirmed spending, and NOT safe to SUM. An audit on 2026-07-29 found aggregate views were adding amounts that must not be added: the same procurement recurs at committee, council, approval, amendment and renewal stages; "not to exceed" figures are authorization ceilings, not payments. Use the canned query "the CONSERVATIVE total" for any number you intend to publish, and "data-quality report" to see what is flagged. Columns added for this: `amount_type` (stated / ceiling / proposed / recommended / estimated), `dup_rank` (>1 = redundant copy), `geo_suspect` (city disagrees with the source link), `anomaly` (implausible figure), `state_norm` (normalized state). Vendors covered include ALPR (Flock, Vigilant, Genetec), body cameras/tasers (Axon, WatchGuard, Utility, Getac), gunshot detection (ShotSpotter/SoundThinking), face recognition (Clearview AI, DataWorks Plus), fingerprint biometrics (Idemia AFIS/Livescan, filed separately under `sv:biometrics`), data fusion and OSINT (Fusus, Peregrine, LexisNexis Accurint, Thomson Reuters CLEAR), phone forensics (Cellebrite, GrayKey, Magnet), drones (Skydio, BRINC, DJI), cameras/VMS (Verkada, Avigilon), cell-site simulators, CAD/RMS records systems, photo enforcement, jail-call and student monitoring. Every row carries a VERBATIM quote from the minutes and a link to the source document, and a row only publishes if that quote was found character-for-character in the source text. READ THE `ledger` COLUMN: `sv:<category>:<vendor>`. `radio_infra` (two-way radios), `rms` (records/CAD software), `biometrics` (fingerprints) and `not_surveillance` are NOT surveillance sensors — exclude them before quoting any surveillance figure.

Data license: CC BY 4.0 · Data source: MyTown

2 rows where ledger = "flock", state = "OH" and vendor = "Flock Group Inc" sorted by amount descending

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Suggested facets: spend_date (date)

vendor 1

  • Flock Group Inc · 2 ✖

state 1

ledger 1

  • flock · 2 ✖
Link rowid vendor city state spend_date product amount ▲ quote source_document mytown_record ledger amount_type dup_rank geo_suspect anomaly state_norm
2096 2096 Flock Group Inc Dayton OH 2026-01-07 approve grant-funded expansion 88550.0 Flock Group Inc — Other — Grant Funded Expansion for Fixed Agreement Automated License Plate Reader Services — Department of Police/Support Services. $88,550.00 https://www.daytonohio.gov/AgendaCenter/ViewFile/Minutes/_01072026-1564 https://mytown.theboringparts.com/city/daytonohio.gov/#m1276593 flock stated 1 0 0 OH
2176 2176 Flock Group Inc Stow OH 2024-03-06 approve 58400.0 Request for Legislation from Chief of Staff/Director of Public Service Nick Wren authorizing an expenditure not to exceed $58,400.00 with Flock Group Inc for the Flock camera system. https://www.stowohio.gov/AgendaCenter/ViewFile/Minutes/_03062024-589 https://mytown.theboringparts.com/city/stowohio.gov/#m1390855 flock ceiling 1 0 0 OH

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CREATE TABLE surveillance_spending (
  vendor TEXT, city TEXT, state TEXT, spend_date TEXT, product TEXT,
  amount REAL, quote TEXT, source_document TEXT, mytown_record TEXT, ledger TEXT, amount_type TEXT, dup_rank INTEGER, geo_suspect INTEGER, anomaly INTEGER, state_norm TEXT);
CREATE INDEX ix_surv_vendor ON surveillance_spending(vendor);
CREATE INDEX ix_surv_state ON surveillance_spending(state);
CREATE INDEX ix_surv_amount ON surveillance_spending(amount);
CREATE INDEX ix_surv_ledger ON surveillance_spending(ledger);