Force Outcomes LLC

Counterfactual Outcomes from Body‑Worn Camera 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.

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.

Step 3

Review & advisory

Facilitated review sessions, lesson plans, and post‑incident/courtroom advisory materials. 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.

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.”