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Force Outcomes LLC

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AI Generated Alternate Outcomes for Police Video Footage

Training & post‑incident/courtroom advisory review powered by modern AI tools. We generate non‑forensic counterfactual scenarios to improve learning, decision‑making, and policy understanding. This work is designed to combat hindsight bias and outcome‑based scrutiny, and is a great tool for arbitration and administrative review of any incident.

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How this works

Step 1

Secure intake

We accept any type of video (body‑worn camera, CCTV, cell phone, dashcam, etc.).

Step 2

Counterfactual generation

Using non‑forensically available tools and AI generators, we create alternative, educational scenarios for training and discussion. We use proprietary tools and trained AI models only available to Force Outcomes for specific law enforcement scenarios.

Step 3

Review & advisory

This tool combats outcomes‑based scrutiny and presents "what‑if" scenario videos as advisory materials during arbitration, training, and administrative review processes.

Demo video — click to play.
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Patent Pending

Title: Counterfactual Outcomes from Body‑Worn Camera Footage for Training and Post‑Incident/Courtroom Advisory Review. The system ingests body‑worn camera footage and related context, then produces alternative (“what‑if”) outcomes to support training, policy analysis, and post‑incident/courtroom advisory review. Outputs are designed for educational use and do not constitute forensic reconstruction.

Status: Provisional application on file. Force Outcomes LLC asserts “Patent Pending.”

Work with Force Outcomes LLC

Orders can be made for project work. Fees can be discussed. Please contact us for scoping and availability.

  • Training content & facilitated reviews
  • Scenario analysis & counterfactual demos
  • Post‑incident/courtroom advisory materials

Request a sample of our work

Built for Critical Review

Professional materials for training, arbitration, and policy review.

Training

“What‑if” videos to improve decision‑making under uncertainty.

Arbitration

Advisory visuals that combat outcome‑based scrutiny.

Policy Review

Scenario analysis anchored to policy, training, and biomechanics.

Tools and Partners

Google Microsoft NVIDIA Bytedance NotebookLM