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

5 rows where state = "GA" and vendor = "Magnet Forensics" sorted by amount descending

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

vendor 1

  • Magnet Forensics · 5 ✖

state 1

ledger 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
2873 2873 Magnet Forensics Atlanta GA 2025-08-25 digital-forensics software (pay outstanding invoices) 122350.0 AUTHORIZING THE CHIEF FINANCIAL OFFICER TO PAY OUTSTANDING INVOICES IN AN AMOUNT NOT TO EXCEED ONE HUNDRED TWENTY-TWO THOUSAND THREE HUNDRED FIFTY DOLLARS AND ZERO CENTS ($122,350.00); TO MAGNET FORENSICS, LLC, ON BEHALF OF THE ATLANTA POLICE DEPARTMENT; https://atlantacityga.iqm2.com/Citizens/FileOpen.aspx?Type=15&ID=3946&Inline=True https://mytown.theboringparts.com/city/iq-atlantacityga/2025/#m873339 sv:forensics:magnet ceiling 1 0 0 GA
2699 2699 Magnet Forensics College Park GA 2025-11-03 phone forensics software renewal (renew) 12410.0 Consideration of and action on a request to approve invoice from Magnet Forensics/Gray Shift, LLC, the software for phone forensics and extractions renewal, in the amount of $12,410.00. https://www.collegeparkga.gov/AgendaCenter/ViewFile/Minutes/_11032025-173 https://mytown.theboringparts.com/city/collegeparkga.gov/2025/#m1347520 sv:forensics:magnet stated 1 0 0 GA
2700 2700 Magnet Forensics College Park GA 2025-11-03 phone forensics software renewal (renew) 12410.0 Consideration of and action on a request to approve invoice from Magnet Forensics/Gray Shift, LLC, the software for phone forensics and extractions renewal, in the amount of $12,410.00. https://www.collegeparkga.gov/AgendaCenter/ViewFile/Minutes/_11032025-172 https://mytown.theboringparts.com/city/collegeparkga.gov/2025/#m1347519 sv:forensics:magnet stated 2 0 0 GA
2694 2694 Magnet Forensics College Park GA 2024-11-04 phone forensics software (approve invoice) 11820.0 Consideration of and action on a request to approve invoice from Magnet Forensics/Gray Shift, LLC, the software for phone forensics and extractions, in the amount of $11,820.00. https://www.collegeparkga.gov/AgendaCenter/ViewFile/Agenda/_11042024-277 https://mytown.theboringparts.com/city/collegeparkga.gov/2024/#m1347688 sv:forensics:magnet stated 1 0 0 GA
2696 2696 Magnet Forensics College Park GA 2024-11-04 phone forensics software (approve invoice) 11820.0 Consideration of and action on a request to approve invoice from Magnet Forensics/Gray Shift, LLC, the software for phone forensics and extractions, in the amount of $11,820.00. https://www.collegeparkga.gov/AgendaCenter/ViewFile/Minutes/_11042024-94 https://mytown.theboringparts.com/city/collegeparkga.gov/2024/#m1347687 sv:forensics:magnet stated 2 0 0 GA

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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);