TOKEN EFFICIENCY AUDIT
Find out where your AI budget is going. Fix it in 30 days.
A structured analysis of how your team uses AI - and a prioritized plan to cut waste.
THE AUDIT SCOPE
We look at what most companies can't see.
Tasks Using AI
Identify the 5–10 task types that account for 80% of your AI usage
Tokens Per Task Type
Prompt vs. completion token breakdown by use case
Output Quality vs. Spend
Are expensive prompts producing proportionally better results?
Re-Prompting Frequency
How often does your team re-prompt - and what does it cost?
Model Selection
Are you using the right model for each task complexity?
Workflow Design Issues
Structural inefficiencies baked into your automation architecture
THE DELIVERABLE
A report you can act on immediately.
- →Written audit report (15–30 pages)
- →Efficiency score - benchmarked to industry
- →Top 10 waste sources with fix recommendations
- →Prioritized 90-day improvement plan
- →Optional follow-up cohort proposal
WHO IT'S FOR
Right fit.
Team Size
50–5,000 employees
AI Usage
Actively using Claude, ChatGPT, or similar
Mindset
Want to know the ROI before spending more
Investment
$3,000–$10,000
Based on team size and depth of analysis
Timeline
2–4 weeks
From kickoff to report delivery
Most clients save 30–40% of wasted token spend in the first 90 days following the audit. The audit pays for itself in month one.
THE PROCESS
Five steps, 2–4 weeks.
01
Intro Call
Scope, fit check, questions answered
02
Data Collection
Usage exports + stakeholder interviews
03
Analysis
Benchmarked against cross-company data
04
Report Delivery
60-min walkthrough with your team
05
30-Day Check-In
Progress review, questions, next steps
WHAT COMES NEXT
The audit usually reveals a training gap.
Most audits surface a training gap. About 80% of the waste we find traces to prompting behavior - not workflow architecture. The natural next step is an enterprise cohort. We'll tell you honestly if you need one.
View Enterprise Cohort →Book a 30-minute intro call.
We scope the audit, answer your questions, and tell you if it's a fit.