AAAmber's Angels
AMBER Angels

A Formal Partnership
Changes Everything.

What Amber's Angels + Carrollton PD can build together — from CAD integration and NCIC sync to real-time crime center infrastructure.

Live Today
Partnership Unlocks
Infrastructure Vision
01
AAAmber's Angels
Today's Platform

What's live right now — without a partnership.

This is the floor. A formal partnership doesn't build this — it extends it.

Live

FEMA IPAWS Alert Ingestion

Three polling sources — CMAS (5 min), EAS (2 min), NWS. AMBER, Silver, Mattie's, Blue, Purple alerts auto-extracted and pushed to volunteer phones.

≤ 5 min federal → phone
Live

Autonomous Drone Swarm

Pilots relinquish drones from home. Coordinators dispatch via map click. DJI MSDK V5 uploads waypoints automatically. VLOS + BVLOS Tactical modes.

30s heartbeat · ADS-B deconfliction
Live

ALPR + YOLO Composite Scoring

OpenALPR + YOLOv8-nano + optional Plate Recognizer cloud. Five-second aggregation window. HIGH_CONFIDENCE threshold 90+ with 3 supporting frames.

~30% ALPR false-positive → <5% composite
Live

Mission Map + NCMEC Cross-Ref

7-layer coordinator dashboard: alert polygons, road coverage gaps, drone positions, ADS-B traffic, watchlist hits. NCMEC cases cross-referenced against active vehicle targets.

50-state NCMEC · 30-min poll
Live

Road Coverage Intelligence

Flock Safety camera network overlaid on road segments — coordinators see which corridors have zero coverage and route pilots to fill gaps before a suspect vehicle escapes.

Uncovered segments highlighted in real time
Live

Airspace Deconfliction

OpenSky ADS-B feed integrated into dispatch modal. Any aircraft within 5 nm below 3,000 ft flagged with callsign, altitude, and heading before a mission is confirmed.

CPA math · 2-min look-ahead · real-time conflict ring
02
AAAmber's Angels
The Partnership Layer

Two credentials in. Three capabilities out.

A signed MOU gives us two data access points. In return, CPD gets an aerial sensing layer that feeds directly into existing law enforcement infrastructure.

CPD Data In
NCIC / GCIC Hotlist

Stolen vehicles, ATL entries, wanted persons' plates — automated daily sync into the watchlist.

CAD API Access

Endpoint + API key to create calls-for-service on HIGH_CONFIDENCE match. Motorola PremierOne, Tyler New World, or any REST CAD.

Amber's Angels Platform

Aerial ALPR · NCMEC cross-reference
Swarm dispatch · Composite scoring

FEMA
NCMEC
ADS-B
NCIC
CAD
CPD Systems Out
RTCC Live Feed

Detection events, drone positions, and alert polygons streamed to your real-time crime center as a standardized data layer.

Direct to Dispatch

HIGH_CONFIDENCE plate match → call-for-service created in CAD automatically, units notified.

Evidence Packages

Closed missions generate chain-of-custody PDF reports for records management system import.

03
AAAmber's Angels
Direct to Dispatch

HIGH_CONFIDENCE match → call for service.

When composite scoring crosses the threshold, coordinators today get a Discord embed. With CAD integration, a verified match creates a call-for-service directly in your system — no coordinator in the loop required.

01
Match fires

ALPR + YOLO composite score ≥ 90, 3+ supporting frames, active watchlist plate.

02
Payload formatted

Plate, vehicle description, GPS coordinates, confidence score, drone ID, timestamp.

03
CAD call created

POST to Motorola PremierOne / Tyler New World — priority assigned, nearest units notified.

04
Evidence frame attached

Golden frame linked in call notes. Chain of custody begins at match time.

Needs from IT: CAD API endpoint URL + API key. Integration wrapper is built — waiting for credentials.
MISSION MAP · HIGH CONFIDENCE HIT
GKB 4821
2019 Silver Honda Odyssey · drone-alpha · 33.58012°N, 85.07661°W
AMBER ALERT
94.3% confidence
📡 Send to Dispatch
FRAME COUNT
7 frames
TIME TO MATCH
3 min 12 s
04
AAAmber's Angels
Real-Time Crime Center Feed

Becoming the aerial layer for your common operating picture.

Your RTCC already monitors cameras, CAD, and ALPR on a unified map. We become the data source for aerial detections — no separate login, no operator on scene.

🗺

Alert Polygon Overlay

Active FEMA and NWS search areas rendered as map layers in your COP — color-coded by alert type, auto-removed on federal cancellation.

GeoJSON feed · REST API
🚁

Live Drone Positions

All active swarm drones stream GPS position, altitude, heading, and mission status. Coordinators and officers see the aerial asset layer in real time.

5s telemetry · WebSocket or poll
📸

ALPR Detection Feed

Every detection event — plate, confidence, vehicle description, GPS, frame thumbnail — available as a live event stream for RTCC ingestion.

Standardized event schema

HIGH_CONFIDENCE Alerts

Watchlist match events with full context pushed as priority notifications. Integrates with Genetec, Motorola Avigilon, Fusus, or any platform with a webhook receiver.

Webhook · REST · custom adapter
What this looks like operationally: A missing child case opens. FEMA fires an AMBER Alert. The polygon appears on the RTCC map. Swarm drones launch. ALPR hits feed in as point events. A HIGH_CONFIDENCE match auto-creates a CAD call. Officers responding to the scene see the drone feed and the detection coordinates — all from their existing RTCC terminal. Zero new software for CPD to run.
05
AAAmber's Angels
NCIC / GCIC Hotlist Sync

A watchlist orders of magnitude larger than FEMA alone.

Today the watchlist is exclusively FEMA-derived — plates extracted from active federal alerts. GCIC/NCIC access changes what every drone in the network is scanning for, passively, on every flight.

Today

FEMA-issued AMBER / Silver Alert plates only. Watchlist is empty between active alerts.

With GCIC Access

Stolen vehicles, ATL entries, wanted persons' plates — live hotlist, continuously refreshed.

Passive coverage

Drones scan only when a federal alert is active.

Always-on network

Every volunteer patrol, every training flight — the entire hotlist is being scanned in real time.

A patrol route that would previously generate zero actionable detections becomes a distributed ALPR network queried against every plate law enforcement is actively looking for.

Source
Plate Type
Status
FEMA IPAWS CMAS
AMBER / Silver Alert extracts
Live
FEMA IPAWS EAS
EAS supplemental plates
Live
NWS Alerts API
WEA-distributed AMBER
Live
Georgia CJIS / GCIC
ATL · stolen vehicles · warrants
MOU
NCIC Hot File
National stolen / wanted
MOU
CPD Local ATL
Department-issued lookout plates
MOU
Watchlist entries marked MOU require GCIC/CJIS credentialing. The ingestion pipeline, daily sync job, and match logic are already implemented — waiting for authorized credentials.
06
AAAmber's Angels
NCMEC Vehicle Intelligence

Closing the gap between NCMEC and FEMA.

A child goes missing. A NCMEC report is filed within hours. A federal AMBER Alert may take days — or never issue. An LLM agent that reads each poster on ingest and extracts structured vehicle data activates aerial search before the federal alert system acts.

NCMEC Inputs

Poster HTML / Text
"Last seen getting into a 2019 blue Honda Civic, GA tag GKB-4821..."
Case Metadata
Name, age, city, state, missing since, photo URL — already ingested every 30 min.
50-State RSS Feed
Live NCMEC updates across all US states, polled continuously.
🤖

Vehicle Extraction Agent

LLM structured extraction pass on each new NCMEC poster. Outputs a validated vehicle profile or null if no vehicle data is present.

year: 2019
make: "Honda"
model: "Civic"
color: "blue"
plate: "GKB4821"
state: "GA"

Platform Actions

Watchlist Entry Created
Plate and vehicle profile written to watchlist table. Active immediately across all drones.
Vehicle Target Profile
Color + body type + make sent to YOLO inference pipeline for plate-free vehicle matching.
Discord Notification
Coordinator alert with case details, vehicle description, and NCMEC poster link.
Federal alert gap: AMBER Alerts require strict criteria — child under 17, credible abduction, sufficient descriptive info. Many missing child cases never qualify. This agent activates aerial search on every NCMEC case that includes a vehicle description, regardless of alert status.
07
AAAmber's Angels
Systematic Search Operations

From single hover point
to full polygon coverage.

Today swarm drones fly to one observation point and hover. The infrastructure for systematic grid search is already in the codebase — a partnership activates it operationally.

📍

Observation Post Mode

Live Today

Coordinator places a single pin. Drone flies to that point and hovers at altitude, running ALPR + YOLO on passing vehicles. Used for choke points, intersections, highway on-ramps.

🗂

Polygon Grid Sweep

Partnership Mode

Coordinator draws or imports a search area. System divides into sectors by drone count. Each drone flies a systematic lawnmower pattern. Full polygon coverage guaranteed — not probabilistic hovering. Code is built. Config flag activates it.

🔁

Multi-Drone Coordinated Sweep

Partnership Mode

Five drones, five sectors, one coordinator action. Combined with the NCMEC vehicle agent, a search area can be fully covered within one hour of a case being opened — before a federal alert is issued.

🚁 🚁 SECTOR A SECTOR B
08
AAAmber's Angels
Evidence & Chain of Custody

Closed missions become defense-proof case documentation.

Every HIGH_CONFIDENCE match already stores a golden evidence frame with timestamp, drone ID, and confidence score. A partnership-tier evidence package makes that record court-ready and RMS-importable.

01
Mission Timeline

Full log of detection events, confidence scores, and status transitions from dispatch to landing — with UTC timestamps.

02
ALPR Evidence Frames

Golden frames with plate bounding box, confidence score, drone ID, GPS coordinates, and frame sequence number. All stored at time of match — no post-processing.

03
Flight Path Map

Rendered GPS track with waypoints, altitude profile, and detection event markers — exportable as PDF or KML.

04
Chain-of-Custody Block

Source alert (FEMA identifier), watchlist match criteria, scoring methodology, operator username, and mission ID. Defensible provenance from federal alert to detection.

📋 EVIDENCE PACKAGE · MISSION #0047
CASE_ALERT GA-AMBER-2026-0112
PLATE GKB4821 · Georgia
VEHICLE 2019 Silver Honda Odyssey
MATCH_SCORE 94.3% (HIGH_CONFIDENCE)
FRAME_COUNT 7 supporting frames
DRONE_ID drone-alpha · DJI M30T
GPS_AT_MATCH 33.58012°N 85.07661°W
MATCH_UTC 2026-06-03T14:22:07Z
OPERATOR coordinator-jwilliams
SOURCE_FEMA urn:oid:2.49.0.1.840.0.1749...
─────────────────────────────
CHAIN OF CUSTODY CERTIFIED
Amber's Angels · EIN 42-2052151
info@amberangels.org
09
AAAmber's Angels
The Bigger Picture

Carrollton writes the playbook
for every deployment after it.

What we're describing is a lightweight RTCC module for missing-persons aerial response — built for municipalities that can't afford helicopter units. Every city that partners gets what Carrollton gets. The first partnership defines the model.

🏙

Carrollton, GA

Proof of concept. Live platform, formal partnership, CAD + NCIC integration. The reference deployment.

🗺

West Georgia Region

Adjacent counties join under mutual aid. Volunteer swarm capacity pools. Shared detection feed across jurisdictions.

🌟

Georgia Statewide

GEMA partnership. Statewide aerial AMBER response network. GCIC integration state-level. Every active alert has drone coverage.

🇺🇸

National Network

Agency partnerships as RTCC data provider. Interoperable with NCMEC, DHS, state fusion centers.

This is not a volunteer app that scales. It's a detection infrastructure layer that cities subscribe to — the same way they subscribe to Flock Safety or Fusus, except the aerial component is volunteer-powered and zero marginal cost per alert. Carrollton becomes the customer zero that proves the model to every grant writer, GEMA official, and agency director who asks for a reference.
10
AAAmber's Angels
What Gets Built When

Every step is additive. Nothing built for CPD is wasted.

The platform is already running. A partnership agreement is the only gate between today and the capabilities on this roadmap.

Live Today

No partnership needed
  • FEMA IPAWS 3-source ingestion
  • Autonomous swarm dispatch
  • ALPR + YOLO composite scoring
  • ADS-B airspace deconfliction
  • NCMEC 50-state cross-reference
  • Road coverage gap intelligence
  • Mobile coordinator dispatch

MOU Signed

Weeks, not months
  • CAD direct-to-dispatch integration
  • NCIC / GCIC hotlist sync
  • RTCC live data feed
  • CPD local ATL watchlist
  • Twilio SMS for HIGH_CONFIDENCE hits

90-Day Sprint

Post-MOU
  • NCMEC vehicle extraction agent
  • Evidence package / chain of custody
  • Polygon grid search (code complete)
  • Multi-drone sector assignment
  • RMS evidence import format

6–12 Month Vision

Regional expansion
  • Multi-agency coordination layer
  • Georgia GEMA partnership
  • iOS DJI SDK (needs Mac)
  • Fixed-wing / long-endurance drones
  • RTCC vendor certification
11
System in Action

Real logs.
June 7, 2026.

Demo AMBER Alert injected. Two volunteers — one phone, one drone — both hit 99% peak confidence on plate YVJ024.

47 s
alert-to-hit · phone
4 s
stream-to-hit · drone
99%
peak confidence · both
193
alerted events · session
ambers-angels-api · 2026-06-07 UTC
── Phone Pipeline ─────────────────────────────────────────────
14:15:57ALERTFEMA IPAWS — AMBER Alert ingested  plate=YVJ024 · white sedan · Carroll Co., GA
14:15:57NOTIFY3 volunteers in coverage area — mission push sent
14:16:00MISSIONphone-1 · mission opened · camera scanning active
14:16:20SCAN/ingest/frame · 1 frame/sec · OpenALPR + YOLO
14:16:43READplate=YVJ024 · conf=90.2%→95.15% composite · MATCH  watchlist hit · vehicle: white sedan ✓
14:16:43ALERTDiscord dispatched · frame attached · ← 47 s alert-to-hit
14:16:48PEAKconf=99.00% · aggregation window saturated
── Drone Pipeline (DJI Avata, same session) ───────────────────
15:09:00STREAMDJI Avata → rtmp://amberangels.org/live/avata
15:09:05PROCrtmp_monitor → ffmpeg spawned · 3 fps frame extraction
15:09:14READplate=SYVJ0Z4 · conf=86.8% · PROBABLE  fuzzy: len=7≠6 · Z↔2 OCR variant · dismissed
15:09:19READplate=YVJ024 · conf=86.81% · MATCH  len=6 ✓ · 0-char delta · escalating
15:09:20AGGaggregation window filling · composite confidence rising...
15:09:34PEAKconf=99.00% · sustained · 193 alerted events · 5m 42s
15:09:34ALERTDiscord dispatched · frame attached · ← 4 s stream-to-alert
AAAmber's Angels
12
AMBER Angels

The technology is built.
The volunteers are ready.
The alerts are live.

What's missing is the data handshake that turns a volunteer drone network into law enforcement infrastructure. One signed partnership agreement changes what this platform can do — and sets the blueprint for every deployment after it.

Contact
Grant Lindberg
Email
info@amberangels.org
EIN
42-2052151
Address
103 Springwood Dr, Carrollton GA 30117