Know what your AI spend is actually worth.
You already know what your AI costs. attribut.ai connects every token you spend to the work it actually shipped — cost per merged PR, per resolved ticket, per outcome — so you can prove the value instead of guessing at it.
Tokenmaxxing is dead.
Long live attributionmaxxing.
Burn charts. Token leaderboards. Cost dashboards nobody reads twice. The industry got very good at measuring what AI costs — and stayed blind to what it shipped.
Connect. Join. Prove.
A connectors-first layer that turns metered token spend into a provable cost per outcome — in about ten minutes, with nothing to babysit.
Connect
Install our telemetry collector and link your work — GitHub, issues, agents. Set up in minutes, and we never collect your code or prompts.
Join
We tie every token you spend to the work it shipped, with inspectable evidence — from stamped sessions down to time-window math — and show you the coverage.
Prove
Cost per merged PR, per resolved ticket, per outcome — and the evidence behind every number, drillable down to the session that produced it.
See everything, not just the total.
The same numbers, cut every way you’d actually ask — by model, by day, by outcome. No spreadsheets, no guesswork.
Connect what you already use.
Model billing to meter the spend, source control and issue trackers to see the work. We read metered usage and metadata only — never your code or prompts. New connectors ship most weeks.
Measure what your whole team’s AI is worth.
Team workspaces are coming soon. Personal shows what your own AI work delivered; Teams will roll that up across everyone, every repo and every model — one number for the org, and the breakdown behind it — with the teams, rates and roles to actually run it.
“So what did we actually get for the AI spend?”
— every board, every quarter, from now on
The board asks. You answer.
Until now the honest answer was a token chart. attribut.ai turns the same bill into a number with receipts — value delivered, coverage, cost per outcome — ready to drop into the deck.
- One org number, with the breakdown behind it — per team, repo and model
- Every figure traces to token-level receipts an auditor can inspect
- Assumptions stay yours — rates and definitions are adjustable, nothing goes black-box at renewal
Every number holds up.
Evidence behind every number
Every figure traces to the tokens that produced it, tagged by how it was proven — from deterministic session stamps to time-window math.
We never read your content
No prompt or response content is ever collected. Metered usage and metadata only — by design, on every plan.
You own the definitions
Every work-unit and value assumption is inspectable and adjustable. Nothing becomes a black box at renewal.
Flat per seat. Never per token.
You already pay your providers for tokens. You pay us for the value layer — not the usage.