The Validation Edge · Newsletter

Field notes on validating AI in GxP.

Architecture, governance, and the problems we're solving in Computer System Validation - written for the QA and CSV leads who have to defend this work in an inspection.

Subscribe on LinkedIn →

Self-Validation
THE VALIDATION EDGE
Latest edition
Who Validated the Tool That Validates Everything Else?
A validation platform is itself GAMP Category 5 software. So who validated it? We made EVOLV generate its own validation package - live.
Read →
All editions
Vendor Governance
THE VALIDATION EDGE
Jul 2026
We Built the Vendor Side of the Framework
Five questions every pharma buyer should ask their AI vendor - answered with product artifacts, not promises.
Read →
Trusted Evals
THE VALIDATION EDGE
Jul 2026
Our Test Suite Found 11 Holes in Our Own Safety Rules. Good.
We built an eval suite that attacks every EVOLV agent on every change. Its first run found 11 real gaps in our own AI safety rules.
Read →
Bounded Autonomy
THE VALIDATION EDGE
Jul 1, 2026
The Diagnostic Gap Nobody Is Filling - and the Answer We Shipped This Week
Between 'what's the risk class' and 'are we mature enough' sits a gap nobody fills. The Bounded Autonomy Profile: a three-layer diagnostic for AI deployment.
Read on LinkedIn →
Trustworthiness
THE VALIDATION EDGE
Jun 24, 2026
The Question Every Pharma AI Vendor Is About to Face - and Ours
Our answer: the AI Trustworthiness Credibility Assessment Report, mapping AI controls to frameworks, plus a 10-question vendor checklist.
Read on LinkedIn →
Validated State
THE VALIDATION EDGE
Jun 17, 2026
Every CSV Platform Helps You REACH Validated State. EVOLV Is the First That Helps You STAY There.
Every CSV platform helps you reach a validated state. None help you stay there. Introducing the Validated State Confidence Engine.
Read on LinkedIn →
Founder Story
THE VALIDATION EDGE
Jun 10, 2026
Building for the Industry I Came From
Twenty years in pharma validation, three roles, one conviction: compliance and audit integrity belong in the foundation, not bolted on.
Read on LinkedIn →
Security
THE VALIDATION EDGE
Jun 3, 2026
The 7 Questions Every Pharma Security Team Will Ask Before They Buy AI
The seven security and compliance questions every pharma team asks before buying AI - answered in the open, recorder-first.
Read on LinkedIn →
Build Speed
THE VALIDATION EDGE
May 30, 2026
What I Shipped Today After Listening Outside My Industry
A podcast from outside pharma reshaped three parts of EVOLV's architecture in a day. Speed of absorbing cross-industry insight is the moat.
Read on LinkedIn →
Data Privacy
THE VALIDATION EDGE
May 27, 2026
Why "We Don't Train On Your Data" Is Actually a Feature
Why RAG beats fine-tuning for pharma: traceability, no data leakage, and an audit trail that survives inspection.
Read on LinkedIn →
Architecture
THE VALIDATION EDGE
May 20, 2026
How to Deploy AI Inside Pharma Without Losing the Audit Trail
A six-layer architecture for running AI in FDA-regulated environments while keeping every validation record auditable and inside your network.
Read on LinkedIn →

See it on your own requirement.

Bring one requirement from your backlog. We'll draft it, verify it, and hand you the signed PDF - live, in 15 minutes.

Book a 15-min demo