The Token Audit · free scorecard

Estimate what your AI estate is wasting.

Answer twelve questions about how your generative-AI spend is run. You get an indicative Token Efficiency Score, a recoverable-spend estimate, and where to start. The paid audit replaces every benchmark default with a measured number from your own invoices.

Your annual GenAI spend

All metered model APIs, AI coding tools, copilots and seats: the full run-rate.

$100K$25M$50M$100M

Diagnostic · 12 levers

For each control, answer No, Partial or Yes. Defaults assume nothing is in place.

Advanced: spend profile (optional)

Refine four assumptions about your workload mix. Leave untouched to use sensible benchmark defaults.

Token Efficiency Score gauge
0
Token Efficiency / 100
·
Estimated recoverable / year
$0
0% of current spend
Range: $0 – $0 · conservative to aggressive execution
Indicative triage estimate. Built from your own answers and published benchmark recovery rates. The paid Token Audit replaces this with a measured number drawn from your own invoices and observability data. Defensible, benchmark-grounded estimates rather than guarantees. See the full scoring model.
Recoverable spend by lever indicative, before overlap; the headline total is overlap-adjusted
Tier 0 · Stop the bleeding Tier 1 · Right-size Tier 2 · Engineer it out Tier 3 · Strategic
Prioritized roadmap highest-value, lowest-adoption levers first

0–30 days

    30–60 days

      60–90 days