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Medical Devices Heart Valve Manufacturer Irvine, CA

FDA Submission Time Cut from 14 Weeks to 5

AI-powered document assembly eliminated 60% of manual regulatory work

Their regulatory team was drowning. Two senior RA specialists had quit in the same month — burned out from 70-hour weeks formatting 510(k) submissions. The remaining team was staring at a 14-week backlog with a competitor's product gaining FDA traction.

The Challenge

This Irvine-based heart valve manufacturer had three devices waiting for 510(k) submission. Each required 400+ pages of documentation, predicate device cross-referencing, and compliance verification. Their team of 4 regulatory affairs specialists was down to 2, and recruiting replacements in the competitive medtech market was taking months.

What We Built

We built a RAG-based document assembly pipeline trained on the company's 12 years of approved submissions and the complete FDA guidance database. The system auto-generates first-draft regulatory packages, cross-references predicate devices using NLP, and flags inconsistencies before human review. Our overnight QA team in Vietnam reviews every AI-generated section, so the US regulatory team arrives to pre-validated drafts each morning.

Results

Submission prep time reduced from 14 weeks to 5 weeks
60% reduction in regulatory team workload
$380K annual savings in contractor costs
Zero Refuse to Accept letters since deployment
2 devices cleared while competitors were still assembling paperwork
We went from panic-hiring contractors at $200/hr to having our RA team actually do strategic work. The AI handles the formatting and cross-referencing — our people handle the judgment calls.
— VP of Regulatory Affairs
8 weeks to deploy
2 AI engineers + 3 overnight QA reviewers

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