Specwarden
DiscontinuedMay 2026 – August 2026
AI-assisted DFMEA and PFMEA review for Tier-2 and Tier-3 manufacturing suppliers — built to catch the findings that fail a design review before the audit does.
- What shipped
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- Seven deterministic rule checks, then row-by-row LLM review for supplier-blame cause patterns, vague failure-mode descriptors, missing prevention controls, and RPN arithmetic errors
- AIAG-RPN and AIAG-VDA formats auto-detected — no configuration
- PDF and Word reports, plus the original spreadsheet returned with highlighted cells and threaded comments
- In-memory processing only: no disk writes, no server-side copies of findings, commercial API tier with no training rights on customer data
- A public trust page listing ten commitments, each independently checkable
- Why it stopped
- The product worked. The distribution didn't. Selling into quality departments at Tier-2 and Tier-3 suppliers runs on existing relationships and procurement cycles measured in quarters — the waitlist collected interest but never converted into a beta cohort putting real files through it. That's a go-to-market problem a solo studio can't out-build, and continuing to ship features against it would have been avoiding the actual issue.
- Current status
- The site stays online as a record of what was built. It is no longer maintained and the waitlist is not being worked.
specwarden.ai — online, unmaintained