Player prop intelligenceOBLIGE PRO · LIVE RESEARCH
SEE THE LINE.VERIFY THE EDGE.
Live markets. Player history. Line movement. Matchup context. Model estimates.
ObligeProps brings the evidence behind a player prop into one research workspace—so you can compare the market, inspect the sample, understand the matchup, and make your own call.
ObligeProps connects the current line to the information surrounding it: available prices across books and pick’em platforms, recorded movement, player history, opponent context, recent form, and model-derived estimates when enough verified data exists.
Research the line—not just the pick.
THE RESEARCH LAYER
SEE MORE. GUESS LESS.
Market context, normalized data, player history and model intelligence—organized around the exact prop you are researching.
01 / MARKET INTELLIGENCE
COMPARE THE MARKET, NOT JUST THE NUMBER.
See available lines and prices in one place. Compare where the market differs, inspect recorded movement, and identify where the same player and market are being priced differently.
What you see
Current lines and prices
Sportsbook and pick’em comparison
Recorded line movement
Over / Under market context
Market freshness and availability
Built to surface gaps—not hide them.
When validated data is unavailable, stale, or insufficient, ObligeProps shows the limitation instead of manufacturing an answer.
02 / DATA INFRASTRUCTURE
MULTIPLE SOURCES. ONE RESEARCH LAYER.
Sports data changes fast. Providers change. Feeds can disagree. Markets appear and disappear.
ObligeProps is built around a normalized data layer designed to combine compatible information from multiple sources behind one consistent research experience.
That means the product is built around the data itself—not around the interface or naming conventions of a single feed.
Coverage, timestamps, source readiness, and unavailable inputs are treated as part of the research—not something to hide.
Built to fail visibly, not silently.
When a valid fallback exists, the system can use it. When one does not, you see the gap.
No fabricated history.
No invented statistics.
No fake certainty.
03 / PLAYER RESEARCH
LOOK PAST THE LAST GAME.
Recent results are useful. Context is better.
Open a player and go deeper into the sample behind the line:
Recent form
Matching historical games
Opponent history
Home / away context
Matchup factors
Historical hit rates
Line-specific performance
Available model projections
Every percentage should have a sample behind it.
Every signal should have context.
04 / MODEL INTELLIGENCE
A MODEL SHOULD SHOW ITS WORK.
ObligeProps does not treat a prediction as a fact.
Where sufficient data exists, model outputs can add another layer to the research—including projected outcomes, estimated probabilities, expected-value context, and directional signals.
That is why ObligeProps surfaces model readiness, data availability, sample quality, and supporting history alongside the prediction.
Model output ≠ guarantee
Models can be wrong. Markets move. Outcomes remain uncertain. The purpose of the model is to improve the research process—not replace your judgment.
TRANSPARENCY
DON’T TAKE THE MODEL’S WORD FOR IT. CHECK THE RECORD.
Anyone can post a winning screenshot after the game. A serious research platform should make its performance inspectable.
ObligeProps is building its track record around forward-tracked, timestamped model signals so results can be evaluated against what was actually available when the signal was produced.
Historical testing can help evaluate a model. It is not the same thing as a prediction recorded before an event.
That distinction matters.
BACKTESTED RESULTS
How a model would have performed on historical data under defined testing conditions.
FORWARD-TRACKED RESULTS
Predictions recorded before the outcome was known.
VERIFY PERFORMANCE YOURSELF
FILTER THE TRACK RECORD.
Don’t judge a model from one headline number.
Sport
Market
Model version
Date window
Confidence band
Over / Under
Verified pricing coverage
See the wins.See the losses.See the sample.See when the model changed.Transparency is part of the product.
PARTNERSHIPS & EARLY SUPPORT
BETTER RESEARCH. BUILT TOGETHER.
ObligeProps is a founder-led player-prop research product at an early revenue stage. We are building around current market lines, player history and transparent research, while improving coverage, reliability and the mobile experience.
We welcome relevant partners who can help us make that work better. Each opportunity starts with a discussion of scope, budget, eligibility and realistic goals.
Include your company, the support you have in mind and any eligibility requirements. We will agree scope and terms before starting.
Small, disclosed sponsorship pilots
A research guide or product walkthrough with the placement, timing and budget agreed in advance. Audience size and available aggregate reporting are discussed before agreement.
Data and infrastructure support
Licensed sports data, API credits or infrastructure credits can help us improve coverage and reliability. Data rights, permitted uses and any attribution would be agreed with the provider.
Early-stage investment and introductions
We are open to conversations with investors and experienced operators who support early-stage sports technology. Current evidence, limitations and proposed milestones are available for discussion.
Research stays independent. Commercial relationships must be disclosed. Sponsorship does not control statistics, rankings or model outputs, and a pilot does not include access to personal member data.
Example educational topic: a better prop research checklist
Match the player, market, period and line before comparing results.
Check quote timestamps and confirm the current line with its source.
Show the completed-game sample behind a historical hit rate.
Separate historical results from estimates; neither guarantees an outcome.
OBLIGE PRO · 3-DAY FREE TRIAL
TRY THE FULL PROP BOARD FREE FOR 3 DAYS.
New subscribers get three days of Pro at no subscription cost.
Start a Pro trial through secure checkout and explore the board, player history, book lines and unlimited research. One trial per account.
This is not a stripped-down demo.
Payment details are required. Your selected plan bills automatically after the trial unless you cancel before it ends.
Included in your trial
Live prop research
Multi-book line comparison
Player history
Line movement
Matchup context
Research filters
Available projections and EV
Verified performance tracking
Multi-sport coverage
First 3 days$0
Then your selected plan, starting at $9.99 / month.
Prices in USD. New subscribers get one 3-day free trial with payment details at signup. Afterward, your selected plan bills automatically unless cancelled. All billing options include the same board and unlimited research.
TRY PRO FREE FOR 3 DAYS
THE NUMBER IS EASY TO FIND. THE EVIDENCE IS THE ADVANTAGE.
Compare the market.Study the player.Inspect the model.Verify the record.Then make your own call.
