Questions, answered straight

The learn articles, the transparency page, and this FAQ are open to everyone. A free account opens the dashboard's shop window. A paid plan unlocks game pages, tools, and bet tracking. The pricing page lists what each plan includes.

Fairline's line-shopping screen covers MLB, NHL, the English Premier League, NBA, WNBA, and other leagues. For MLB, NHL, the EPL, and the NFL it also publishes quantitative projection models as labeled context beside the market prices.

A full pipeline runs several times a day per sport, and a background worker refreshes live sportsbook odds continuously before each game. Projections freeze once lineups and starters are confirmed. From that point only the market prices can change.

No. Every model is built from public statistics and computed before any book odds are fetched. Book prices are pulled separately, after the projection, only to compare against the model's fair odds. The projection always stands as an independent opinion.

No. Fairline publishes statistical estimates and labeled fair odds for comparison. Betting carries real risk, results swing widely over small samples, and you should only bet what you can afford to lose. If gambling is a problem, call 1-800-GAMBLER.

Fair odds are the price at which a bet breaks even over the long run given the probability from the labeled reference. Game pages show that reference alongside current book prices for neutral line shopping, not as a recommendation.

The transparency page publishes live graded calibration for MLB, NHL, EPL, and NFL, plus a fixed MLB benchmark against the Pinnacle closing line. A sport shows its sample count, so a model with no graded games yet reads as empty rather than as a claim. Each model page documents its framework and parameters.

Yes. You can log a bet with one click, which pins the exact price shown at that moment. My Bets and History compute your record and closing line value from there. It needs an account and a paid plan.

Yes. The Evaluate tool takes any game, market, and side (or a price you type in from any book) and returns the no-vig fair price labelled by its source, the vig you are paying, the edge (which can be negative), a fractional-Kelly stake, and the model baseline when that sport exposes one. One tap logs the bet so your closing line value is tracked. It needs an account and a paid plan.

Yes, two ways. Kalshi can appear as a priced source when it lists a matching market. The finder works out the most a resting limit order is worth paying against the sharp line after maker fees, with the exact price to post and a link to the contract. Fairline places nothing on your behalf and a fill is never promised. It needs an account and a paid plan.

Open a model-sport game from the dashboard. Its detail page shows current book prices beside the Pinnacle no-vig reference when available and labels the model baseline separately. The Evaluate tool prices one specific bet against its labeled market reference and includes the model baseline when that sport exposes one. Members can also opt into email alerts for the games they care about. It needs an account and a paid plan.

The learn articles, the transparency page, and this FAQ need no account. The dashboard's shop window, the prop research pages, and the cash-out calculator need a free account. Game pages, the other tools, logging, and bet tracking need a paid plan. The pricing page has the details.

Fairline is an independent project built and run by a single developer. It is not affiliated with any sportsbook, league, or data provider.

Yes. Fairline ships a remote MCP connector. Add it as a custom connector on claude.ai (it syncs to the Claude mobile and desktop apps), sign in with your Fairline account, and your assistant can shop lines across books, check the sharp no-vig anchor, evaluate a price you were offered, and log bets to your bet log. It needs an account and a paid plan.