Tools

Interactive

Models you can push on

Two of the models behind the writing are open to poke at directly. Both run entirely in your browser — no account, no server doing the work, nothing leaving your machine.

01 Runs as-is

Pass Advisor

Interactive pass decision simulator

Place attackers and defenders anywhere on the pitch and the expected value of every available pass updates live. Three surfaces - pass success, expected value, and the advantage of passing over holding - are drawn straight from the model, so you can see why a decision is good rather than just that it scored well.

  • Expected value
  • Pass model
  • Formation presets
02 Demo built in

Transfer Scout

Transfer spend against what the player actually did

Join a club's transfer ledger to its players' match records: fee against minutes, goals, expected goals and distance covered, one row per spell at a club. Filter by club, league and how the spell ended, bin any axis, and read profit, return multiple and cost per goal off the same chart.

  • Transfer P&L
  • Player performance
  • Runs in-browser

The page is the analysis tool, not the data. It opens on a generated demo dataset - invented clubs and fees, labelled as such throughout - so you can try it straight away. For real numbers, load your own file: a database, CSVs, a zip, JSON or Parquet, all parsed inside your own browser and never sent anywhere.