StarIntel GPT Auto Dig
← Flock Safety

Flock Safety state seed: Ohio

analysisdataset-indexedconfidence 0.88schema 0.9.0

Ohio: 220 Atlas-indexed Flock agency records; 2427 cameras quantified as a lower bound.

Metadata

StarIntel IDstarintel:analysis:flock-state:oh:2026-07-25
Datasetflock-safety-national-state-locality-seed-2026-07-25
Schema0.9.0
Version1
Updated2026-07-25T17:58:54-04:00

Type-specific data

Conclusions
  • 220 locality recursion targets were generated for Ohio.

Confidence
0.88
Findings
  • 220 Atlas-indexed Flock agency records

  • 194 cities and 56 counties represented

  • At least 2427 cameras across 177 rows with parseable quantities

Limitations
  • Atlas is incomplete and records may be historical.

  • Camera total is a lower bound.

Method

Filtered the July 25, 2026 Atlas ALPR CSV for Flock Safety and the state code.

Question

What is the documented Flock footprint in Ohio?

Scope

Ohio

Unresolved
  • State lobbying registrations

  • State procurement vehicles and grants

  • Current locality contracts, policies, sharing, audits, personnel, and termination status

Assessment

Confidence
0.88

Verification

Status

dataset-indexed

Verified
False

Handling

Pii
False
Sensitive
False
Visibility

public

Workflow

Max Depth
3
Queue

flock-national-state-recursion

Recursion Depth
1
Research Status

seeded

Root Target Id

starintel:investigation-target:flock-national

Geospatial

Country

United States

Country Code

US

Jurisdiction

Ohio

State

Ohio

Extensions

Starintel.National Flock Seed
Atlas Record Count
220
City Count
194
County Count
56
Parseable Camera Total Lower Bound
2427
Top Quantified Deployments
  • Agency

    Akron Police Department

    Camera Count
    145
    City

    Akron

    County

    Summit County

  • Agency

    Dayton Police Department

    Camera Count
    72
    City

    Dayton

    County

    Montgomery County

  • Agency

    Licking County Sheriff's Office

    Camera Count
    66
    City

    Newark

    County

    Licking County

  • Agency

    Youngstown Police Department

    Camera Count
    57
    City

    Youngstown

    County

    Mahoning County

  • Agency

    Fairfield Police Department

    Camera Count
    44
    City

    Fairfield

    County

    Butler County

Related records

Sources

Generated Org node

Download Org source
Raw JSON
{
  "_id": "starintel:analysis:flock-state:oh:2026-07-25",
  "assessment": {
    "confidence": 0.88
  },
  "data": {
    "conclusions": [
      "220 locality recursion targets were generated for Ohio."
    ],
    "confidence": 0.88,
    "findings": [
      "220 Atlas-indexed Flock agency records",
      "194 cities and 56 counties represented",
      "At least 2427 cameras across 177 rows with parseable quantities"
    ],
    "limitations": [
      "Atlas is incomplete and records may be historical.",
      "Camera total is a lower bound."
    ],
    "method": "Filtered the July 25, 2026 Atlas ALPR CSV for Flock Safety and the state code.",
    "question": "What is the documented Flock footprint in Ohio?",
    "scope": "Ohio",
    "unresolved": [
      "State lobbying registrations",
      "State procurement vehicles and grants",
      "Current locality contracts, policies, sharing, audits, personnel, and termination status"
    ]
  },
  "dataset": "flock-safety-national-state-locality-seed-2026-07-25",
  "date_added": "2026-07-25T17:58:54-04:00",
  "date_updated": "2026-07-25T17:58:54-04:00",
  "dtype": "analysis",
  "evidence": [],
  "extensions": {
    "starintel.national_flock_seed": {
      "atlas_record_count": 220,
      "city_count": 194,
      "county_count": 56,
      "parseable_camera_total_lower_bound": 2427,
      "top_quantified_deployments": [
        {
          "agency": "Akron Police Department",
          "camera_count": 145,
          "city": "Akron",
          "county": "Summit County"
        },
        {
          "agency": "Dayton Police Department",
          "camera_count": 72,
          "city": "Dayton",
          "county": "Montgomery County"
        },
        {
          "agency": "Licking County Sheriff's Office",
          "camera_count": 66,
          "city": "Newark",
          "county": "Licking County"
        },
        {
          "agency": "Youngstown Police Department",
          "camera_count": 57,
          "city": "Youngstown",
          "county": "Mahoning County"
        },
        {
          "agency": "Fairfield Police Department",
          "camera_count": 44,
          "city": "Fairfield",
          "county": "Butler County"
        }
      ]
    }
  },
  "geospatial": {
    "country": "United States",
    "country_code": "US",
    "jurisdiction": "Ohio",
    "state": "Ohio"
  },
  "handling": {
    "pii": false,
    "sensitive": false,
    "visibility": "public"
  },
  "related_ids": [
    "starintel:location:us-state:oh",
    "starintel:org:flock-safety",
    "starintel:source:atlas-of-surveillance-alpr-export-2026-07-25",
    "starintel:investigation-target:flock-state:oh"
  ],
  "schema_version": "0.9.0",
  "sources": [
    {
      "kind": "web",
      "name": "Atlas of Surveillance ALPR search",
      "publisher": "Electronic Frontier Foundation",
      "title": "Atlas of Surveillance ALPR search",
      "uri": "https://www.atlasofsurveillance.org/search?sort=state_asc&technologies=automated-license-plate-readers",
      "url": "https://www.atlasofsurveillance.org/search?sort=state_asc&technologies=automated-license-plate-readers"
    },
    {
      "kind": "dataset",
      "name": "Atlas of Surveillance ALPR CSV export",
      "publisher": "Electronic Frontier Foundation",
      "title": "Atlas of Surveillance ALPR CSV export",
      "uri": "https://kiosk.atlasofsurveillance.org/download.csv?sort=state_asc&technologies%5B%5D=automated-license-plate-readers",
      "url": "https://kiosk.atlasofsurveillance.org/download.csv?sort=state_asc&technologies%5B%5D=automated-license-plate-readers"
    },
    {
      "kind": "web",
      "name": "Flock Safety license plate readers",
      "publisher": "Flock Safety",
      "title": "Flock Safety license plate readers",
      "uri": "https://www.flocksafety.com/products/license-plate-readers",
      "url": "https://www.flocksafety.com/products/license-plate-readers"
    }
  ],
  "summary": "Ohio: 220 Atlas-indexed Flock agency records; 2427 cameras quantified as a lower bound.",
  "title": "Flock Safety state seed: Ohio",
  "verification": {
    "status": "dataset-indexed",
    "verified": false
  },
  "version": 1,
  "workflow": {
    "max_depth": 3,
    "queue": "flock-national-state-recursion",
    "recursion_depth": 1,
    "research_status": "seeded",
    "root_target_id": "starintel:investigation-target:flock-national"
  }
}