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AI Tooling Audit & Proxy Gateway for Enterprise
A network proxy and dashboard that sits between developer machines and AI APIs/tools. It monitors exactly what models are being called, prevents unauthorized A/B testing, and tracks true token usage.
Why this matters
A network proxy and dashboard that sits between developer machines and AI APIs/tools. It monitors exactly what models are being called, prevents unauthorized A/B testing, and tracks true token usage.
- · Built for Engineering Managers, DevOps, and IT Security teams who need to audit and control AI tool usage across their organization..
- · Most likely monetization: B2B SaaS / Per-seat licensing.
Score Breakdown
Market Signal
Differentiation
Action Plan
Validate this opportunity before writing code
Recommended Next Step
Validate
Promising signals, but needs confirmation. Create a landing page, collect email sign-ups, then decide.
Landing Page Copy Kit
Ready-to-paste copy based on real Reddit community language — no editing required
Headline
AI Tooling Audit & Proxy Gateway for Enterprise
Sub-headline
A network proxy and dashboard that sits between developer machines and AI APIs/tools. It monitors exactly what models are being called, prevents unauthorized A/B testing, and tracks true token usage.
Who It's For
For Engineering Managers, DevOps, and IT Security teams who need to audit and control AI tool usage across their organization.
Feature List
✓ API interception and logging ✓ Token usage analytics per developer/tool ✓ Model routing rules (e.g., block experimental models) ✓ Billing anomaly detection
Where to Validate
Share your landing page in r/r/cursor — that's exactly where these pain points were discovered.
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Community Voices
Real quotes from Reddit comments that inspired this opportunity
- “Potentially lowering the quality of a paid product, with no user opt-in is generally questionable”
- “Do you charge users for tokens consumed during these tests?”
- “Effectively swapping out the product for a completely different one (and potentially even a competitor’s product) without the user’s permission is highly questionable”
Other opportunities in the same theme
Auto-clustered by AI from related discussions