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 ledger = "sv:rms:tritech", state = "IA" and vendor = "TriTech Software" sorted by amount descending

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vendor 1

  • TriTech Software · 5 ✖

state 1

ledger 1

  • sv:rms:tritech · 5 ✖
Link rowid vendor city state spend_date product amount ▲ quote source_document mytown_record ledger amount_type dup_rank geo_suspect anomaly state_norm
4149 4149 TriTech Software Marshalltown IA 2023-09-25 RMS software (purchase) 19855.0 TriTech Softwar/1 19,855.98 https://marshalltownia.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=1898,plainText=false) https://mytown.theboringparts.com/city/marshalltownia/2023/#m774292 sv:rms:tritech stated 1 0 0 IA
4118 4118 TriTech Software Marshalltown IA 2025-09-22 RMS software (approve bill list) 19025.0 TriTech Softwar/1 19,025.60 https://marshalltownia.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=3369,plainText=false) https://mytown.theboringparts.com/city/marshalltownia/2025/#m774473 sv:rms:tritech stated 1 0 0 IA
4135 4135 TriTech Software Marshalltown IA 2024-09-23 RMS software (purchase) 7306.0 TriTech Softwar/4 7,306.61 https://marshalltownia.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=2110,plainText=false) https://mytown.theboringparts.com/city/marshalltownia/2024/#m774381 sv:rms:tritech stated 1 0 0 IA
4116 4116 TriTech Software Marshalltown IA 2025-11-10 RMS software (purchase) 5424.0 TriTech Softwar/2 5,424.28 https://marshalltownia.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=3399,plainText=false) https://mytown.theboringparts.com/city/marshalltownia/2025/#m774487 sv:rms:tritech stated 1 0 0 IA
4205 4205 TriTech Software Marshalltown IA 2026-06-08 RMS software (purchase) 2340.0 TriTech Softwar/1 2,340.00 https://marshalltownia.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=8542,plainText=false) https://mytown.theboringparts.com/city/marshalltownia/#m582740 sv:rms:tritech stated 1 0 0 IA

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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);