article
From Protocol to Submission: Building the Regulatory Knowledge Layer
Conscious Engines
A technical guide to regulatory RAG for pharma protocols, authority questions, commitments, labels and submission evidence.
Our manifesto
Small, instant, invisible.
You don’t need a frontier model for every task
We build small, specialized AI models so that intelligence can be fast, affordable, and invisible — embedded in the products that already do the work.
Engineering notes, field reports, and the thinking behind the systems we build. We publish what worked and what didn't.
article
Conscious Engines
A technical guide to regulatory RAG for pharma protocols, authority questions, commitments, labels and submission evidence.
article
How pharmacovigilance AI combines speech, case detection, event extraction, duplicate matching, RAG and human medical review.
case study
How Sanofi used AI across 13,000 manufacturing batches and estimated EUR 10 million in annual savings, plus broader pharma model lessons.
case study
How Moderna employees created 750 custom GPTs in 60 days, with high weekly activity and broad mChat adoption across biopharma work.