Measure
Map provider cost, usage, successful outcomes, Stripe objects, and billing states.
One profit system, not five disconnected audits
Margin leaks hide between engineering, billing, and operations.
A cheaper model does not help if retries multiply. A correct Stripe price does not help if usage events are missing. A successful payment does not help if entitlement state is wrong. We review the full path from AI call to collected revenue.
Prioritize
Rank gaps by likely financial impact, confidence, and implementation effort.
Fix
Implement guardrails, alerts, recovery settings, and reliable billing workflows.
Programmatic SEO
Capture search demand by problem, not by brand.
The site now includes a topic hub and narrow pages for failed payments, trial conversion, webhooks, AI cost monitoring, metered billing, and billing portal friction. Each page routes to the same checkout.
SEO hub
Central directory for all problem pages.
Failed payments
Directly targets involuntary churn.
AI cost monitoring
Directly targets margin leakage in AI usage.
Private beta
Billing Leakage Radar for Stripe.
A read-only revenue-leak diagnostic for failed renewals, missing entitlements, and AI-cost overruns.
Start small, expand only when the numbers support it
Choose the right depth.
Profit Leak Diagnostic
$49
Focused review, issue map, severity ranking, and recommended next actions.
- AI cost controls
- Stripe billing states
- Revenue recovery gaps
Action Pack
$199
Deeper implementation plan, checks, templates, and technical remediation guidance.
- Prioritized fix plan
- Guardrail templates
- Billing workflow checks
Implementation Sprint
Custom
Hands-on implementation after the diagnostic confirms a valuable problem.
- Scoped remediation
- Verification
- Monitoring handoff
Delivery
How it works.
Purchase the diagnostic
Checkout is handled securely by Stripe.
Send the minimum required context
Architecture notes, redacted exports, or read-only evidence. Never share unrestricted secret keys.
Receive the ranked findings
Each finding includes evidence, financial mechanism, risk, and a practical fix.
Implement only worthwhile fixes
Move to the action pack or a scoped sprint when expected value exceeds the cost.
Questions
Clear boundaries.
Do you need access to production systems?
No unrestricted access is required for the diagnostic. Start with redacted exports and read-only evidence.
Is this only an OpenAI cost audit?
No. The method connects AI unit economics to Stripe billing and collected revenue.
Do you guarantee savings?
No. The diagnostic identifies evidence-backed gaps and opportunities; results depend on the system and implementation.
AI Profit & Revenue Ops
Find the leak before scaling the spend.
Start with a bounded diagnostic using the payment infrastructure already in place.