StarIntel GPT Auto Dig
← Flock Safety

Investigate Kalamazoo Township Police Department Flock implementation

investigation-targetatlas-indexed-leadconfidence 0.82schema 0.9.0

Locality recursion target for Kalamazoo Township Police Department in Kalamazoo, Kalamazoo County, Michigan.

Metadata

StarIntel IDstarintel:investigation-target:aos015671:locality
Datasetflock-safety-national-state-locality-seed-2026-07-25
Schema0.9.0
Version1
Updated2026-07-25T17:58:54-04:00

Type-specific data

Actor

starintel-auto-dig

Breadth
10
Depth
2
Max Depth
3
Objectives
  • Find contracts, purchase orders, grants, renewals, prices, and resellers

  • Identify officials, administrators, records staff, vendor personnel, and lobbyists

  • Obtain policy, retention, sharing, user rosters, audits, misuse investigations, and termination records

Priority
0.72
Query

"Kalamazoo Township Police Department" "Flock Safety" contract purchase council policy audit lobbyist

Required Dtypes
  • org

  • person

  • relation

  • contract

  • procurement

  • lobbying-filing

  • policy

  • event

  • analysis

  • investigation-target

Research Question

Who implemented, funded, approved, administered, audited, renewed, opposed, or terminated Flock Safety at Kalamazoo Township Police Department, and what sharing relationships exist?

Scope Type

locality

Score
0.72
Seed Ids
  • starintel:investigation-target:flock-state:mi

  • starintel:org:flock-safety

  • starintel:source:atlas-of-surveillance-alpr-export-2026-07-25

Selection Reason
  • The Kalamazoo Township Police Department has Flock Safety automated license plate readers.

Status

queued

Target

Kalamazoo Township Police Department Flock Safety implementation

Target Type

local-government-or-law-enforcement-implementation

Assessment

Confidence
0.82
Priority
0.72

Verification

Status

atlas-indexed-lead

Verified
False

Handling

Pii
False
Sensitive
False
Visibility

public

Workflow

Max Depth
3
Priority
0.72
Queue

flock-locality-mi

Recursion Depth
2
Research Status

queued

Root Target Id

starintel:investigation-target:flock-national

Selected From
  • starintel:investigation-target:flock-state:mi

Geospatial

City

Kalamazoo

Country

United States

Country Code

US

County

Kalamazoo County

Jurisdiction

Kalamazoo, Kalamazoo County, Michigan

State

Michigan

Extensions

Starintel.Atlas Seed
Agency

Kalamazoo Township Police Department

Aos Number

AOS015671

Atlas Summary

The Kalamazoo Township Police Department has Flock Safety automated license plate readers.

City

Kalamazoo

County

Kalamazoo County

Ori9

MI3950000ALPR

State Code

MI

Related records

Sources

Generated Org node

Download Org source
Raw JSON
{
  "_id": "starintel:investigation-target:aos015671:locality",
  "assessment": {
    "confidence": 0.82,
    "priority": 0.72
  },
  "data": {
    "actor": "starintel-auto-dig",
    "breadth": 10,
    "depth": 2,
    "max_depth": 3,
    "objectives": [
      "Find contracts, purchase orders, grants, renewals, prices, and resellers",
      "Identify officials, administrators, records staff, vendor personnel, and lobbyists",
      "Obtain policy, retention, sharing, user rosters, audits, misuse investigations, and termination records"
    ],
    "priority": 0.72,
    "query": "\"Kalamazoo Township Police Department\" \"Flock Safety\" contract purchase council policy audit lobbyist",
    "required_dtypes": [
      "org",
      "person",
      "relation",
      "contract",
      "procurement",
      "lobbying-filing",
      "policy",
      "event",
      "analysis",
      "investigation-target"
    ],
    "research_question": "Who implemented, funded, approved, administered, audited, renewed, opposed, or terminated Flock Safety at Kalamazoo Township Police Department, and what sharing relationships exist?",
    "scope_type": "locality",
    "score": 0.72,
    "seed_ids": [
      "starintel:investigation-target:flock-state:mi",
      "starintel:org:flock-safety",
      "starintel:source:atlas-of-surveillance-alpr-export-2026-07-25"
    ],
    "selection_reason": [
      "The Kalamazoo Township Police Department has Flock Safety automated license plate readers."
    ],
    "status": "queued",
    "target": "Kalamazoo Township Police Department Flock Safety implementation",
    "target_type": "local-government-or-law-enforcement-implementation"
  },
  "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": "investigation-target",
  "evidence": [],
  "extensions": {
    "starintel.atlas_seed": {
      "agency": "Kalamazoo Township Police Department",
      "aos_number": "AOS015671",
      "atlas_summary": "The Kalamazoo Township Police Department has Flock Safety automated license plate readers.",
      "city": "Kalamazoo",
      "county": "Kalamazoo County",
      "ori9": "MI3950000ALPR",
      "state_code": "MI"
    }
  },
  "geospatial": {
    "city": "Kalamazoo",
    "country": "United States",
    "country_code": "US",
    "county": "Kalamazoo County",
    "jurisdiction": "Kalamazoo, Kalamazoo County, Michigan",
    "state": "Michigan"
  },
  "handling": {
    "pii": false,
    "sensitive": false,
    "visibility": "public"
  },
  "related_ids": [
    "starintel:investigation-target:flock-state:mi",
    "starintel:org:flock-safety",
    "starintel:source:atlas-of-surveillance-alpr-export-2026-07-25"
  ],
  "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": "web",
      "name": "Fox 17",
      "title": "Fox 17",
      "uri": "https://www.fox17online.com/news/local-news/license-plate-cameras-in-west-michigan-raise-privacy-and-immigration-concerns",
      "url": "https://www.fox17online.com/news/local-news/license-plate-cameras-in-west-michigan-raise-privacy-and-immigration-concerns"
    }
  ],
  "summary": "Locality recursion target for Kalamazoo Township Police Department in Kalamazoo, Kalamazoo County, Michigan.",
  "title": "Investigate Kalamazoo Township Police Department Flock implementation",
  "verification": {
    "status": "atlas-indexed-lead",
    "verified": false
  },
  "version": 1,
  "workflow": {
    "max_depth": 3,
    "priority": 0.72,
    "queue": "flock-locality-mi",
    "recursion_depth": 2,
    "research_status": "queued",
    "root_target_id": "starintel:investigation-target:flock-national",
    "selected_from": [
      "starintel:investigation-target:flock-state:mi"
    ]
  }
}