Sports Labs · Bettors & fantasy

Research the number before you play. Own your fantasy leagues.

One place for multi-book prop pricing, edges, DFS lineups and league tools across 12 products (16 live apps): Bet Lab (NFL, CFB, NBA, CBB, NHL, MLB and soccer), dedicated NFL, CFB, NBA, CBB, NHL, MLB and Soccer Hubs, Arb Lab, Fantasy Frontier, Fantasy Front Office, SportsLabs HQ and GM Hub.

The suites

Twelve products across sixteen live apps, sharing one data, live multi-book pricing and walk-forward modeling backbone.

7 Sports · Live Prices

Bet Lab

Multi-sport player props and game lines across NFL, CFB, NBA, CBB, NHL, MLB and 10+ soccer leagues with our Spot vs. Fake-Out Execution Classifier (1–99 Conviction Score + 5-Point Checklist), Hit-First Correlation SGP Builder, Value Vault, 5-minute live tracker and accountable 599+ play Edge Tracker (+64.9% ROI at ≥4% calibrated edge).

Explore Bet Lab →
NFL Hub →NBA Hub →CFB Hub →CBB Hub →Soccer Hub →

NHL Lab + Fantasy

Verified #1 workhorse starter vs. backup goalie detection, structural matchup exploit tags (PP1 vs #23+ PK, Weak Crease, High-Slot Vol, Fresh vs B2B), strict highest-probability sorting, 2/3/4-leg Parlay & Round-Robin builders, clickable Player Profile Modals and fantasy mode.

Explore NHL Lab →

Fantasy Front Office NFL + Hoops

GM mode for fantasy managers across Football (NFL) and Hoops (NBA & NCAA Dynasty): dynasty, keeper-auction and redraft leagues with league-scored values, trade analyzer, NCAA → NBA pipeline, Monte Carlo playoff odds and AI Fantasy Manager.

Explore Fantasy Front Office →
Football (NFL) →Hoops (NBA & NCAA) →
New · Beta

Fantasy Frontier

NFL daily fantasy (salary-based) for Thursday, Sunday and Monday slates: stat-based projections, value plays, ownership leverage, highlighted lineups and a lineup optimizer with stacks and CSV export.

Explore Fantasy Frontier →
New · Beta

Arb Lab

exchange and book prices side by side, with no-vig fair odds, a fee-adjusted arbitrage scanner with order-book depth, and calculators that estimate the value of free bets and boosts, before fees and execution risk.

Explore Arb Lab →
New

MLB Lab

Vision with Data. A proprietary Home Run Score and a % estimate for every batter, the Strikeout King of the Day with a fatigue and workload model, batter-vs-pitcher matchups, park and wind visuals and compared with market prices.

Explore MLB Lab →
NFL · Live

NFL Hub

Dedicated NFL game-week command center: Matchups & defensive funnels, a standalone Lines & Injuries cascade board, Highlighted plays, Anytime TD model with live multi-book prices and correlated SGP builder.

Open NFL Hub →
CFB · Live

CFB Hub

The full NFL-Hub experience for all 138 FBS teams: verified starter player props with usage, carry & target shares and EPA/play, Player Detail & Prop Intel Drawers, Anytime TD board, Lines & Injuries trench cascades, L5 prop streaks, DVP funnels, O-Line analytics and 10,000-sim Power Rankings.

Explore CFB Hub →Open Live App ↗
NBA · Live

NBA Hub

All 30 NBA teams: Today's Slate & Pace/Total Matchups, Starting 5 Rotations & Injury Usage Cascades, 30-Team Positional DvP & 5-Zone Court Shot Matrix, Spot vs. Fake-Out Reads, and Correlated SGP Builder.

Explore NBA Hub →Open Live App ↗
CBB · 365 Teams

CBB Hub

All 365 Division I basketball programs with Calculated Upset Alert Radar (36 spotlights), Rolling 10-Game Season Segments (G1–10 → G21–30), 140 Usage Prop Hurdles, Top Freshmen vs. Transfers Tracker, 365-Team Matchup Simulator, full 2026-27 rosters and 2027 NBA Draft Prospects.

Explore CBB Hub →Open Live App ↗
10 Leagues

Soccer Hub

Multi-competition intelligence across UCL, EPL, La Liga, Serie A, Bundesliga, Ligue 1, MLS & Domestic Cups with a Tournament / Cup / Group-Stage Context Engine (2-leg aggregate & ET/PK math, squad rotation risk), Bivariate Poisson scorelines and Interactive Player & Team Profile Modals.

Open Soccer Hub →
Command Center

SportsLabs HQ

Cross-sport daily briefing, live scoreboard, unified account & Kelly bankroll slip sync, and one-tap navigation across all 16 live Sports Labs apps.

Open SportsLabs HQ →
Club tools

GM Hub

Roster, depth chart, cap center, trade machine, draft board and player value — live hubs for the Eagles, Red Sox, Orioles and Cubs.

Explore GM Hub →

Why Sports Labs

Performance, not opinions

Player value comes from position-specific stats, percentile ranks vs league peers and availability-adjusted talent. No subjective video-game ratings.

Transparent by design

Every number labels its source, and estimates are marked as estimates. You can see exactly how a score is built.

Always current

Scheduled pipelines refresh rosters, injuries, contracts and odds. Every app shows when its data was last updated.

If you build it, they will come.Stats over opinions.Every number has a source.Compare model estimates with market prices.

The SportsLabs Edge Score BETA

One number from 1 to 99 for how strong a decision looks, paired with a SportsLabs Risk Score from 1 to 99 for how wide the outcomes are. High Edge with low Risk is the sweet spot.

Stat and performance basedBuilt from production and projections, ranked against peers at the same position. No subjective ratings.
Recency weightedRecent games count more than old ones, so the score moves when a player's role does.
Opportunity awareUsage, injuries ahead on the depth chart and game environment feed the projection. Players perform best when it's their chance.
Walk-forward calibratedRe-estimated out-of-sample against real results and closing lines (see published calibration charts ↓).

SportsLabs Edge Score (beta) demo, computed from Fantasy Frontier's live DFS slate. Scores run 1–99 from Fantasy Frontier’s live slate (demo only).

The score family

One umbrella, the SportsLabs Edge Score, with a named score for each job. Each one is paired with the SportsLabs Risk Score.

Lab ScoreThe per-product score: Bet Lab bet edge and situational plays (injury cascades, advantage plays), fantasy start/sit and DFS value, NHL Lab, MLB Lab and GM Hub player value.
SportsLabs Risk ScoreThe companion to every score: volatility and downside, 1 to 99.
ProductWhat Edge Score meansWhat SportsLabs Risk Score means
Bet LabModel probability vs. the market price on a betHit-rate stability and downside of the outcome
Arb LabEstimated fee-adjusted value of an arb (prices can move) or promo conversionExecution risk: depth, price moves, settlement rules
Fantasy FrontierDFS projection plus points per $1K of salaryLineup variance: cash-game safe vs. tournament swing
Fantasy Front OfficeStart/sit and trade strength in your league's scoringBoom-bust spread of weekly outcomes
GM HubPlayer and contract value: production vs. peers, relative to costAge, injury and performance volatility on the deal

Our tracked record & model calibration

Every model is tested walk-forward using only data available before kickoff or first pitch. No cherry-picking — the calibration curves, bin tables and market comparisons stay on the page.

MLB HR Score · 2026 season

1,255,610

Plate appearances tested with only pre-game data. Brier 0.0994 vs 0.1012 baseline (p < 0.0001). Top 10% hit a home run at 2.07× the league rate (17.6%, matching our 17.5% estimate). Full backtest →

NFL Anytime TD · Weeks 1–7

1,293

Starter player-games re-estimated each week using only prior weeks' data. Model Brier 0.1726 (log loss 0.527) beats league base rate (0.1835) and raw player season rate (0.2377). Mean predicted 24.1% vs 24.2% actual.

Honest market benchmark

Shown

Where closing market prices exist, we publish the head-to-head comparison: our NFL win-probability model edged closing lines in 2025 (Brier 0.2107 vs 0.2112, n=285) and 2026 (0.2321 vs 0.2345, n=93), while pre-game markets edged our MLB HR model (0.1059 vs 0.1066).

Products & live apps

12

16 live apps: Bet Lab (7 sports: NFL, CFB, NBA, CBB, NHL, MLB, Soccer), Arb Lab (10 books), NFL Hub, CFB Hub, NBA Hub, CBB Hub, NHL Lab, MLB Lab, Soccer Hub, Fantasy Frontier, Fantasy Front Office, SportsLabs HQ and GM Hub (4 club hubs).

📈 Published Walk-Forward Calibration Proof (Predicted vs. Observed Hit Rate)

Updated Oct 28, 2026 · Out-of-sample predictions only (dashed 45° line = perfect calibration)
NFL Anytime TD Model · Weekly Walk-Forward (2026 Weeks 1–7, n = 1,293)
Re-estimated before each NFL week from prior TD rate, red-zone share, opponent positional DVP and implied team total. Brier 0.1726 vs 0.1835 base rate vs 0.2377 season rate.
0% 20% 40% 60% 80% 0% 20% 40% 60% 80% 0-10% bin (n=169): pred 6.4%, actual 10.7% 10-20% bin (n=405): pred 15.0%, actual 17.3% 20-30% bin (n=359): pred 24.8%, actual 24.2% 30-40% bin (n=186): pred 34.3%, actual 32.3% 40-50% bin (n=102): pred 44.2%, actual 37.3% 50-60% bin (n=47): pred 54.1%, actual 46.8% 60-70% bin (n=14): pred 63.8%, actual 78.6% 70-80% bin (n=11): pred 70.0%, actual 63.6%
Bin0–10%10–20%20–30%30–40%40–50%50–60%60–80%
Predicted6.4%15.0%24.8%34.3%44.2%54.1%66.5%
Observed10.7%17.3%24.2%32.3%37.3%46.8%72.0%
Sample (n)1694053591861024725
By position (Weeks 1–7): QB pred 13.4% vs 13.5% actual (Brier 0.114, n=185) · RB 29.6% vs 30.0% (0.188, n=400) · WR 24.1% vs 22.8% (0.175, n=504) · TE 22.8% vs 26.0% (0.189, n=204).
MLB H+R+RBI 2+ Model · Decile Calibration (2026 Season, n = 38,400)
Every starting batter (Apr 15 – Oct 23, 2026) scored using only pre-game data. League base rate 45.6%; daily Top-5 highlights hit 58.7% vs 59.9% predicted (n = 910).
30% 38% 45% 53% 60% 30% 38% 45% 53% 60% Decile 1: pred 33.5%, actual 32.9% Decile 2: pred 37.8%, actual 37.7% Decile 3: pred 40.6%, actual 41.1% Decile 4: pred 43.1%, actual 43.0% Decile 5: pred 45.3%, actual 44.7% Decile 6: pred 47.3%, actual 46.9% Decile 7: pred 49.3%, actual 49.2% Decile 8: pred 51.2%, actual 53.4% Decile 9: pred 53.5%, actual 51.5% Decile 10: pred 57.9%, actual 55.9% Daily Top-5 Highlights (n=910): pred 59.9%, actual 58.7%
DecileD1D2D3D4D5D6D7D8D9D10Top 5
Predicted33.5%37.8%40.6%43.1%45.3%47.3%49.3%51.2%53.5%57.9%59.9%
Observed32.9%37.7%41.1%43.0%44.7%46.9%49.2%53.4%51.5%55.9%58.7%
Cross-sport Edge Tracker out-of-sample record (599+ graded plays, 567 OOS evaluated as of Oct 28, 2026): +34.37u profit (+64.9% ROI, n=53) at ≥4% calibrated edge and +12.0% ROI (n=93) at ≥2% calibrated edge, with positive CLV across all tiers.

October 2026 build log · 12 products across 16 live apps shipped Oct 8–28

Every hub and engine runs on automated public-data pipelines, multi-book no-vig pricing, universal Free-Member gating and nightly box-score grading.

Oct 8–9Eagles, Red Sox, Orioles & Cubs GM Hubs · Fantasy Front Office
Oct 10–11Fantasy Frontier (NFL DFS) · Bet Lab · NHL Lab · Arb Lab
Oct 12–15MLB Lab (1.26M-PA backtest) · Bet Lab Live tracker & 10-league Soccer
Oct 16–18Multi-book live prop pricing · Overnight grader & CLV tracker · SportsLabs HQ
Oct 19–21NFL Hub (Lines & Injuries board) · CFB Hub · Soccer Hub · 10-book Arb Lab
Oct 22–25CBB Hub (365 D-I rosters & NBA prospects) · FFO Hoops · CFB NFL-parity & 5-min live feed
Oct 26–28NBA Hub · Spot vs. Fake-Out Classifier · CBB Upset Radar & 10-game segments · NHL/Soccer Modals · Free-Member Gate (sl.js v9)

See the full roadmap →

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Research tools for bettors and fantasy players.

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If you build it, they will come.

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