Most fantasy tools show you stats. Leaguemate tells you what to do and explains why. Everything below analyzes your specific roster, your league format, and your team strategy to give you verdicts you can act on. Not raw numbers.
No black boxes.
Every player on your roster is scored across nine dimensions. Each one gets a HOLD, TRADE, or CUT verdict with a confidence score and a plain-language reason. Weights and thresholds shift based on your team strategy. A rebuilder's HOLD is much harder to earn than a contender's.
Five modes: Full Rebuild, Asset Accumulation, Balanced, Contender, and Push All-In. Each one uses different scoring weights and different verdict thresholds. Same player, different teams, different recommendations. That's intentional.
Six hard-coded rules prevent bad cuts, no matter what the composite score says:
Confidence = how far the composite score sits from the nearest decision boundary. High confidence means clear signal. Low confidence means it's worth revisiting next month. Conditions may be shifting.
Prospects are scored and ranked using five factors personalized to your roster. Dynasty market value anchors the score. Talent metrics, roster need, timeline fit, and pick surplus adjust from there. The result is a draft board built for your team, not the consensus.
Each prospect is matched to similar players from 10 years of NFL Draft history (2015–2025, 1,100+ players). Matching uses position rank within the class, log-transformed pick distance (early picks are more differentiated), breakout age, and college usage metrics.
The resulting probabilities — P(starter), P(rotational), P(bust) — show how similar profiles historically performed. Not predictions about any individual player. Bayesian shrinkage toward position base rates prevents overfitting on small samples. Low-confidence comps are labeled.
Timeline badges are position-based norms from historical data. Not individual predictions.
Model any trade before you accept it. Add players and picks to each side and the simulator re-runs your full franchise outlook with the modified roster. You see exactly how your WAR trajectory, win window, and strategy alignment shift.
Verdicts come from WAR delta, peak year shift, and how the trade moves your team relative to its strategy mode. Tier changes (e.g. rebuilder to contender) are weighted more than incremental WAR. High confidence = clear signal. Neutral = roughly even, comes down to preference.
Leaguemate pulls from multiple sources. No single one tells the whole story. Each layer adds signal.
Dynasty player values, tiers, and 7-day trends. The primary market value anchor across all engines.
League structure, rosters, matchup history, and draft picks. Everything roster-specific starts here.
Play-by-play efficiency metrics (EPA, WOPR, RACR) that power the Efficiency dimension in Hold / Trade / Cut.
College production (target share, air yards dominance, yards per route run) for prospect evaluation.
10 years of NFL Draft history (2015–2025, 1,100+ players) for prospect comps and probability modeling.
Connect leaguemate to Claude, Cursor, or any MCP-compatible AI tool. Ask questions about your roster in plain English. Same engines, conversational interface.
Set up the connector →Questions or feedback? gvem@duck.com