A 7-dimension audit framework that caught a $23,472/year hidden cost before one startup signed. 2 hours to run. $27 to own.
Used this to evaluate three AI API providers before committing to a $4K/month contract. Found a 12% failure rate under load that wasn't in their documentation. Would have paid $50K/year for a bad contract.
— Engineering Lead, B2B SaaS (verified buyer)
Pays for itself the first time it catches a $200 overcharge.
Has caught $23,472 in a single audit.
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PDF blueprint + worksheets + vendor scorecard
AI vendors are aggressive sellers. They show you clean per-token pricing, simple docs, and a dashboard. What they don't show you is what you'll discover at month 3 — when you're locked in.
AI pricing changed an average of 3.6 times per vendor in 2025 — according to research by Dan Cumberland Labs. Hidden egress fees, idle capacity minimums, exit migration costs, and minimum commitment clauses are standard in enterprise contracts. Most teams don't find out until they're already committed.
The AI Service Audit Blueprint gives you a systematic way to find all of it — before you sign.
A startup was pitched a 30% discount on their GPT-4o contract. Here's what the vendor didn't mention.
A 12-person SaaS startup was pitched an Enterprise contract: $3,000/month commitment for 30% off GPT-4o. Here is what they thought vs. what the audit found.
What they thought
| Mo | Yr | |
|---|---|---|
| GPT-4o pay-as-you-go | $2,400 | $28,800 |
| Enterprise (vendor pitch) | $2,100 | $25,200 |
| Savings (vendor claimed) | — | -$3,600 |
What the audit found
| Mo | Yr | |
|---|---|---|
| Base commitment | $2,100 | $25,200 |
| Idle capacity waste | +$540 | +$6,480 |
| Egress fees | +$216 | +$2,592 |
| Exit migration risk | +$1,500 | +$18,000 |
| TRUE TOTAL | $4,356 | $52,272 |
✓They used the audit to renegotiate: no minimum, egress capped, 90-day exit. Contract savings: $18,000/year. The $27 blueprint paid for itself in 4 minutes of reading.
Every dimension has a worksheet, scoring rubric, and decision threshold. Run all 7 and you'll know whether to sign.
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