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medium-high

IVS / Edge AI Research Brief

Overall assessment

Signal level

High on ALPR politics and procurement outcomes. Medium on municipal CV (blight hearing). Low on silicon / VMS SKUs.

Notable trends

  1. Dallas split: city money stays, state poles die — “no national network” is now spoken on the dais.
  2. Pre-install kills (Greenville) vs sheriff walks (Appomattox/Campbell) vs sunk-grant inertia (Newburgh $390k).
  3. Outside-search audits with ICE/HSI strings are spreading beyond Pflugerville.
  4. Fleet/code CV is the next privacy fight in the same cities that are DeFlocking.

Gaps

No new Axis/Genetec/Milestone/Hanwha camera or VMS SKU (Hanwha BLAZE posts are March reprints). No NDAA edge-box. Chetek, WI “bag + terminate” item in not independently confirmed in a primary. FDOT 700 count is trade/blog, not the memo PDF itself.

Signals (6)

  1. 1

    Dallas straw-votes *against* killing city Flock money — 321 still die Sept. 15

    Key point

    Nonbinding vote on the $5.6B biennial budget: all but three council members rejected Adam Bazaldua’s amendment to pull $1.5M general-fund Flock ($1M sidewalks/lighting, $500k eviction aid). Yes votes: Bazaldua, Paula Blackmon, Jaime Resendez. Bazaldua on the floor: “I’m not opposed to technology… there are comparable products that don’t have a nationwide network attached to them.” Final budget Sept. 16. The 321 MVCPA-funded cameras still go dark Sept. 15; >300 city-funded poles stay.

    Why it matters

    Biggest U.S. Flock city just split the baby: state grant dies, city SaaS lives. That is the template other Texas councils will copy. Bazaldua’s “no national network” line is the RFP language for whoever wants the remaining 300. Straw ≠ ordinance — watch Sept. 16.

  2. 2

    Robinson, TX: unanimous kill of 11 MVCPA cameras — DPS poles on Hwy 77 stay

    Key point

    Robinson City Council unanimously voted not to renew a one-year / 11-camera Flock deal (MVCPA grant, in service ~11 months, one month left). Police Chief Larry Adams: users deactivated, outside sharing cut, department cannot access the data. Flock still owns the hardware until they pull it. Two DPS-owned cameras on Highway 77 remain. Mayor Greg May: the vote would have gone the same way even if state grant money were still available. Crime was down; privacy won. Nearby Woodway and San Saba County already out.

    Why it matters

    Small-city counterpoint to Dallas: unanimous, grant-funded, and they still walked. The Hwy 77 leftover is the state-vs-city pole problem integrators will hit after Abbott — city can kill its lease and still have DPS cameras on the same corridor.

  3. 3

    Greenville, NC kills a 10-camera Flock buy *before a single pole goes up*

    Key point

    Greenville PD had announced 10 Flock cameras on major in/out roads (plate, make, model, color). None were installed. After community + council + city manager pushback, GPD: “not to move forward with the planned implementation.” Any Flock visible in town is private or another agency. John Locke Foundation CLO Jeanette Doran: “Greenville shows what accountability looks like before anything gets built.” NC backdrop: two officers arrested since July for Flock misuse (Charlotte-Mecklenburg Seth Elliott; Mooresville Elizabeth Snowman, 31 searches of a boyfriend’s ex); Brunswick County deputy resigned this week, SBI investigating. Doran wants a state statute on access, retention, sharing, audits — not officer self-certification.

    Why it matters

    Pre-install kills are cheaper than bag-the-lens. NC is now a statute gap state with live criminal cases. Integrators: if the camera isn’t in the ground, a packed council is enough.

  4. 4

    Newburgh, NY audit: hundreds of thousands of *outside* searches hit the city’s Flock net — including “ICE” / HSI

    Key point

    Chief Brandon Rola memo to mayor/council: Oct 1, 2024 – Jan 22, 2026, outside federal/state/municipal agencies ran hundreds of thousands of Flock searches that included Newburgh’s network. Some justifications used “ICE,” “immigration,” “HSI.” Audit does not say those searches returned a Newburgh plate or produced an arrest. Jan 23: Rola cut most outside access; April 14: Crime Analysis Center needs CNPD permission. Council still won’t cancel: ~$390–400k NYS DCJS CAC grant would be a giveaway. Only three members have voted to kill it. Mayor Torrance Harvey: Patriot Act, “we are all under surveillance.” MSA: Flock “does not own” data but can disclose on a good-faith legal/emergency belief.

    Why it matters

    Hard numbers on the default-share product. “We own the data” ≠ “outsiders can’t search the graph.” RFPs need opt-in per query, case number, and a searchable audit of *who included our cameras*, not just local user logs. Sunk-cost grants are why mid-size cities stay.

  5. 5

    Virginia sheriffs walk: Campbell, Appomattox, Wytheville — “best tool in 20 years” and they still dropped it

    Key point

    Campbell Sheriff Whit Clark: discontinue immediately, terminate contract, after citizen privacy concerns. Appomattox Sheriff Robert Richardson: canceled a town hall <1 hour before start; 4 cameras since 2024, VSP grant. Quote: “I believe this is the best tool I have seen in my 20 years in law enforcement… After this review, I do not feel confident that I could stand here before our citizens tonight and argue in favor of keeping the cameras.” Wytheville PD also cutting ties. Bland County Sheriff Jason Ramsey already ordered three HEAT-grant cameras out (low recovery + constitutional questions). Giles County ends Oct. 16.

    Why it matters

    Sheriff-as-sole-decision-maker, not a city council. The Appomattox line will be in every competitor pitch: capability is not the issue; standing up at a town hall is. VSP/HEAT grants are the VA equivalent of MVCPA — same “who pays when the sheriff walks” problem.

  6. 6

    Dallas blight cameras survive a budget hit — West tables $852k cut for a December hearing

    Key point

    After Tuesday’s blight-score story (>21,000 properties, scores 1–4, >500 courtesy notices Apr–Aug), Council member Chad West filed to kill the City Detect / ~$2.5–2.56M / 3-year sanitation-truck program ($852k this cycle, 20¢/month rate cut). Staff: program already drove ~1,800 courtesy notices; design goal ~5,200 notices/year. West: “inadvertently a tax on the poor” (Southern Dallas). Wednesday: he tabled after the city manager agreed to a December hearing. City Detect CEO: faces/plates blurred, no LE or federal database, human review before action.

    Why it matters

    Same council that kept Flock also kept fleet CV — and immediately put it on a disparate-impact docket. Municipal analytics that is not ALPR still needs notice-vs-ticket policy, neighborhood scoring audits, and a public hearing clause. December is the next Dallas IVS date after Sept. 16.

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