PropsBot.AI publishes daily player prop predictions and sports betting research for NBA, MLB, NHL, and NFL. This page documents how we produce, verify, and publish that content.
Independence and integrity
PropsBot.AI is an independent research platform. Picks are generated by our proprietary AI ensemble — they are not sponsored, not influenced by sportsbook partnerships, and not adjusted based on advertiser interest. The AI does not have visibility into affiliate revenue when it scores picks.
How picks are selected
Every pick published on this site is generated by the PropsBot.AI ensemble, scored across four signals:
- Player performance trends — current season and historical performance
- Opponent matchup data — defensive ratings, splits, and contextual factors
- Sportsbook implied probability — live line aggregation across major US books
- Live line movement — sharp action and market consensus shifts
The ensemble produces two metrics for every available prop:
- Confidence Score (0–100) — model conviction in the prediction
- Edge Score (%) — quantified value vs. the published sportsbook line
See our Performance & Methodology page for the full breakdown.
David, our founder and lead analyst, reviews every slate before publication. The AI shortlists and scores; human review verifies the final published list, removing picks where data quality is questionable (late-breaking injury news, weather changes, or stale lines).
AI disclosure
Daily picks on PropsBot.AI are generated by the PropsBot.AI machine-learning ensemble and reviewed by a human editor before publication. We disclose this on every page that surfaces AI-generated picks. We do not republish AI-generated content from other tools, models, or platforms.
Sourcing and verification
For factual claims, we use:
- Real-time sportsbook line feeds (DraftKings, FanDuel, BetMGM, Caesars, BetRivers, ESPN BET, Fliff)
- Official league statistics (NBA Stats, MLB Stats API, NHL.com, NFL.com)
- Public weather and injury data
- PropsBot.AI’s own historical bet outcome database (670,000+ tracked predictions)
Lines are re-verified within 60 minutes of publish time. If a line moves materially after publication, the post is updated with a “Last updated” timestamp and a note explaining the change.
Conflicts of interest and affiliate disclosure
PropsBot.AI may receive advertising compensation and commissions through affiliate partnerships with sportsbooks and prediction markets we mention. Affiliate relationships do not influence which picks are published or how the AI scores them — picks are generated and scored before any affiliate consideration.
We disclose affiliate relationships in our footer and on every page that mentions a partner sportsbook.
Responsible gambling
All content on PropsBot.AI is for informational and entertainment purposes only. Bet within your means.
If you or someone you know has a gambling problem:
- Call 1-800-GAMBLER (US national helpline)
- Visit ncpgambling.org
- Visit gamblersanonymous.org
US legal sports betting age varies by state — most states are 21+. Check your local legal age before placing any wager. State-specific resources are linked from every published pick.
Updates and corrections
This editorial policy was last updated on April 28, 2026.
For corrections to a published pick or factual claim, see our Corrections Policy or email david@propsbot.ai.
Contact
PropsBot.AI is operated by Clutch Analytics LLC. Editorial inquiries: david@propsbot.ai.
