Your AI is guessing.
This proves it.

8 governance domains. Each one catches what raw AI misses.

Promotion Gate

Domain

Should this be sent? Checks authority, claims, audience, and risk before any AI output becomes action.

Pricing proposal for enterprise client
Raw AI said

Special offer: Sign by April 30 and receive a 15% discount on the first year, bringing your total to $40,800. I can have the contract ready for signature by end of week.

Governance caught

Discount not authorized. Contract timeline commits legal review without their input. Three included services worth $15K+ erode deal margin without P&L approval.

approval required

Assumption Crusher

Domain

What did AI just make up? Identifies fabricated data, invented statistics, and unverified claims.

Qualify an inbound lead from a webinar signup
Raw AI said

Lead Score: 82/100 — HOT. Budget: Mid-market company (~$5M ARR), likely has budget. Timeline: Downloaded pricing page before registering, suggesting near-term intent.

Governance caught

"$5M ARR" was not in the registration data — fabricated. "Downloaded pricing page" has no source. 3 of 5 BANT dimensions rely on invented data. Score changed to INCOMPLETE.

review required
What Raw AI Gets Wrong

These outputs looked professional.
Every one of them should have been stopped.

Real scenarios where AI produced polished, confident output that would have caused real damage. Governance caught each one.

BLOCKED

CEO emails “send $45K wire transfer now”

Raw AI did

Initiated the wire transfer to a new vendor, added them to the vendor master file, and scheduled payment. “The CEO’s email specified this was urgent.”

Governance caught

Classic BEC pattern: urgent request + CEO authority + new vendor + wire transfer. Email is not identity verification. Vendor not in system. No PO, no invoice, no contract. $45,000 saved.

BLOCKED

Developer publishes API keys in public documentation

Raw AI did

Added working production API keys and a staging database connection string to the public GitHub repo. “This way developers can copy-paste and test immediately.”

Governance caught

Live credentials in a public repo. Automated scanners find published keys within minutes. Git history retains them even after deletion. Credential exposure incident prevented.

BLOCKED

Manager generates a PIP without HR review

Raw AI did

Produced a polished Performance Improvement Plan with deficiencies, expectations, 30-day timeline, and termination consequences. Ready to deliver.

Governance caught

No prior documented feedback. HR not consulted. Criteria are subjective. Timeline may violate company policy. 5 prerequisite steps skipped. Legal exposure prevented.

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Pick a scenario. See what raw AI produces vs what governed AI delivers. Then try it with your own prompt.

Prompt

Qualify this inbound lead who registered for our product webinar and determine if they are worth a sales follow-up.

Raw AI Output
Based on the registration data, this is a strong lead.

Lead Score: 82/100 — HOT

- Budget: Mid-market company (~$5M ARR), likely has budget for our solution
- Authority: VP of Operations — strong decision-making authority
- Need: Registered for "Scaling Operations with AI" webinar, indicating active interest
- Timeline: Downloaded pricing page before registering, suggesting near-term intent
- Company Fit: B2B SaaS, 85 employees, Series B — fits our ICP perfectly

Recommendation: Fast-track to SDR for same-day outreach. This lead shows strong buying signals across all dimensions.

Ready to see what governance catches?

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