This page describes how PropsBot.AI verifies factual claims before publishing daily picks.
Pre-publish verification
Every daily-pick post passes through three layers before it goes live.
1. AI ensemble scoring
The PropsBot.AI ensemble ingests real-time data and scores every available player prop across our supported markets. Inputs include player performance trends (current season and prior seasons), opponent matchup data, sportsbook implied probability across all major US books, and live line movement. The ensemble produces a Confidence Score (0–100) and Edge Score (%) for every prop.
2. Line verification
Lines listed in published picks are pulled from real-time feeds at the time of writing and re-verified within 60 minutes of publish time. We list the sportsbook source for every line cited (e.g. “DraftKings -125”) so readers can verify independently.
3. Human editorial review
David, our founder and lead analyst, reviews every published slate. Specific verification points:
- Cross-check player availability against official team injury reports
- Verify weather data for outdoor sports against National Weather Service feeds
- Confirm no late-breaking news (last-minute scratches, lineup changes) invalidates a pick
- Sanity-check Confidence and Edge scores against historical model performance for similar setups
Sources we use
- Player statistics: NBA Stats, MLB Stats API, NHL.com, NFL.com, official team channels
- Sportsbook lines: Live feeds from DraftKings, FanDuel, BetMGM, Caesars, BetRivers, ESPN BET, Fliff
- Weather: National Weather Service, Weather.com
- Injuries: Official team announcements and verified beat reporters
- PropsBot.AI’s own historical performance database: 670,000+ tracked predictions
Sources we do not use
We do not republish picks or analysis from other sports betting sites, tipsters, or social media accounts. Every pick on this site is generated by our own AI ensemble and reviewed by our own editorial team.
Continuous validation
Every published pick is tracked to outcome. Hit rate and ROI metrics are aggregated and exposed on our Performance & Methodology page. The Confidence Score model is recalibrated quarterly using the latest tracked outcome data.
Last updated
This fact-checking process was last updated on April 28, 2026.
Contact
To request additional information about our verification process or to report a factual error, email david@propsbot.ai.
