Founded by law enforcement. Built for law enforcement. Not a technology company that discovered policing — a street officer who discovered technology.
Began active duty service at one of the nation's Top 25 police departments. First hand experience with the full spectrum of use of force encounters and the review processes that followed.
Entry Level ServiceCertified to train officers in use of force doctrine, escalation and de-escalation, and policy compliance. Built an understanding of how decisions are made under pressure — and how they should be evaluated afterward.
Instructor CertificationCompleted advanced Force Science certification — the gold standard in understanding human performance, decision making, and the biomechanics of force incidents. Applied this framework to thousands of real incident reviews.
Advanced CertificationBuilt and led a dedicated Force Analysis Section within the department — coordinating policy, training, and review functions at scale. Directly reviewed over 3,000 use of force incidents for compliance with law, policy, and training standards. Developed internal expertise in video examination, biomechanics from footage, and critical incident review under real operational conditions.
Captain · Section LeadershipFounded a Constitutional Policing initiative within the department — a unit where AI, policy, trust, and community legitimacy meet. This initiative integrates emerging technology with constitutional principles to build a more transparent and accountable law enforcement practice.
Department Initiative · FounderBuilt Force Outcomes to close the gap between what use of force law requires and what review processes actually deliver. A patent pending AI platform that generates advisory alternate outcome scenarios — validated by a credentialed expert who can stand behind them in any professional setting.
Currently ActiveAdvanced certification in human performance under stress, decision making, and biomechanical analysis of use of force incidents from video evidence.
Certified to train law enforcement officers in use of force doctrine, policy compliance, and tactical decision making under high pressure conditions.
The highest professional designation in Texas law enforcement — representing advanced training, experience, and demonstrated competency across all areas of professional police service.
With nearly two decades of incident review experience, able to evaluate any AI generated alternate outcome scenario and attest that it represents a plausible, feasible result. Generative AI is a probability machine — an expert is required to certify that probability as a real world possibility.
Formal training in generative AI systems, large language models, and video generation workflows. Applied directly to the development of Force Outcomes and its patent pending methodology for counterfactual outcome generation.
Department initiative founded to integrate AI, policy, and community legitimacy into law enforcement practice. Where constitutional principles, emerging technology, trust, and accountability converge.
"The reasonableness of a particular use of force must be judged from the perspective of a reasonable officer on the scene, rather than with the 20/20 vision of hindsight."
This is the standard. It has been the standard since 1989.
And yet officers are still evaluated every day against outcomes they could not have predicted,
using footage that shows only what happened — never what else could have.
Force Outcomes exists because the standard is clear and the review process still fails to honor it.
We generate the alternatives. We make the 20/20 vision the law intended actually visible.
After 3,000 incident reviews, the pattern is clear. Reviewers who know the outcome cannot unsee it. The law says they must try. Force Outcomes gives them something they have never had before: the visual context to actually do it.
Generative AI can now produce plausible alternate scenario video from existing footage. The tools are real. What was missing was a credentialed expert to validate the output and ensure it stays within the bounds of what could have reasonably occurred.
An AI generated video is only as credible as the person who stands behind it. Generative AI is a probability machine. It takes nearly two decades of real incident review to evaluate an alternate outcome scenario and attest that it represents a plausible, feasible result — something no engineer or software tool can do alone.
Every day, officers make split second decisions in rapidly evolving situations. They deserve to be reviewed by people who understand what they saw — not just what happened after. Force Outcomes is the tool that makes that review possible.