Consulting & Applied Research
Disclaimers
How to interpret our capabilities, work examples and prediction market research.
Capabilities and outcomes
This website presents the consulting and applied research capabilities of Precision Algorithms LLC. Descriptions of our methods, services and past work are general information. They are not a promise of particular commercial results, accuracy, revenue, savings or delivery dates.
A project's suitability, scope and success criteria depend on its requirements, available data, systems and people. Any specific commitments must be set out in the written client agreement. AI systems and automated workflows can produce errors and need evaluation appropriate to their use.
Portfolio material and animation
Product captures and published artwork show particular examples of our work. Figures visible in captured material belong to the original example and observation period. They are not current prices, current forecasts or instructions to act.
Animated sequences illustrate how work can move between data, software, content production and distribution. The animation itself is not a live automation system, a real-time activity monitor or proof that the depicted steps are running at that moment. Showing a finished output does not establish that every step was performed without human involvement.
Examples may combine material from different projects or publication dates to explain a capability. They should not be read as a single transaction, a continuous live feed or a performance record.
Prediction market research
Our separate prediction market product provides informational probability research. Market Price, Precision Estimate and Model Gap are different measures. Model Gap is the signed difference in probability points between the estimate and market price; it is not expected return, profit, a guarantee or a trade instruction.
Where an example labels a reading as Books, that label refers to the displayed sportsbook comparison. It must not be interpreted as a proprietary Precision model estimate. No model estimate guarantees an outcome, and an individual example does not establish model performance.
This material is not personal investment, legal or tax advice. Make decisions using independent verification and advice suited to your circumstances.
Third parties and questions
Precision Algorithms is not affiliated with Kalshi or Polymarket. AI-tool and venue marks identify the tools and venues shown; they do not imply endorsement, venue affiliation or a guarantee from those organisations.
These explanations do not limit rights that applicable law protects. For questions or to report misleading or outdated material, contact support@precisionalgorithms.com.