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

4 rows where state = "GA" and vendor = "ShotSpotter" sorted by amount descending

✎ View and edit SQL

This data as json, CSV (advanced)

Suggested facets: spend_date, product, amount, quote, amount_type, dup_rank, spend_date (date)

vendor 1

  • ShotSpotter · 4 ✖

state 1

Link rowid vendor city state spend_date product amount ▲ quote source_document mytown_record ledger amount_type dup_rank geo_suspect anomaly state_norm
3507 3507 ShotSpotter Macon-Bibb County GA 2021-09-14 gunshot detection subscription (appropriate budget) 1970000.0 An Ordinance to appropriate up to $1,970,000 to be paid from American Rescue Plan Act Funds for the purpose of funding an agreement with ShotSpotter, Inc for gunshot location and response services (Sponsored by Mayor Lester M. Miller) https://maconbibbcoga.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=658,plainText=false) https://mytown.theboringparts.com/city/maconbibbcoga/2021/#m449498 sv:gunshot:shotspotter ceiling 1 0 0 GA
3508 3508 ShotSpotter Macon-Bibb County GA 2021-09-14 gunshot detection subscription (approve contract) 1970000.0 A Resolution authorizing the Mayor to execute an agreement with ShotSpotter, Inc for the provision of gunshot detection, location and forensic analysis services, in a total amount of $1,970,000 for four years of service to be paid from American Rescue Plan Act Funds (Sponsored by Mayor Lester M. Miller) https://maconbibbcoga.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=657,plainText=false) https://mytown.theboringparts.com/city/maconbibbcoga/2021/#m449497 sv:gunshot:shotspotter stated 2 0 0 GA
3810 3810 ShotSpotter Macon-Bibb County GA 2026-06-02 gunshot detection subscription (approve contract) 524000.0 A Resolution Of The Macon-Bibb County Commission Authorizing The Mayor To Execute An Agreement With Shotspotter, Inc. For The Provision Of Gunshot Detection, Location, And Forensic Analysis Services, In The Amount Of $524,000.00 Per Year For A Term Of Three Years, To Be Paid From Public Safety Fund https://maconbibbcoga.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=3550,plainText=false) https://mytown.theboringparts.com/city/maconbibbcoga/#m168238 sv:gunshot:shotspotter stated 1 0 0 GA
3811 3811 ShotSpotter Macon-Bibb County GA 2026-06-02 gunshot detection subscription (authorize agreement) 524000.0 A Resolution Of The Macon-Bibb County Commission Authorizing The Mayor To Execute An Agreement With Shotspotter, Inc. For The Provision Of Gunshot Detection, Location, And Forensic Analysis Services, In The Amount Of $524,000.00 Per Year For A Term Of Three Years, To Be Paid From Public Safety Fund https://maconbibbcoga.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=3536,plainText=false) https://mytown.theboringparts.com/city/maconbibbcoga/#m168236 sv:gunshot:shotspotter stated 2 0 0 GA

Advanced export

JSON shape: default, array, newline-delimited

CSV options: 

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);