“As a discovery lead, I want an AI to shortlist 200 druggable analogues from a 10M compound library overnight, so my team focuses only on wet-lab work that matters.”

Pharma & Biotech
Compress discovery. Accelerate compliance.
From molecule to market — we build AI systems for target discovery, clinical operations, regulatory intelligence and GxP-compliant manufacturing analytics.
Where we've done the work.
Not a catalogue — a sample of the problems we actively engineer solutions for today.
Target & Molecule Discovery
Graph neural networks and generative chemistry accelerate hit identification and lead optimisation against novel targets.
Clinical Trial Intelligence
NLP over protocols, EHR and site data to optimise site selection, patient recruitment and adverse-event signal detection.
Regulatory Copilot
Retrieval-augmented agents draft CMC sections, respond to health-authority queries and monitor guideline changes across FDA / EMA / CDSCO.
GxP Analytics & Batch Release
Golden-batch models and validated audit trails cut batch review time while preserving Part 11 traceability.
The people we build for.
Every engagement starts with a real person, a real problem, and a job to be done. Here are three from this practice.
“As clin-ops, I want to spot underperforming sites in week 6 rather than week 26, so I can re-allocate patient recruitment before we blow the timeline.”
“As a regulatory lead, I want a copilot that drafts a first-pass response to an FDA IR in an hour with cited source docs, so I ship submissions faster without risking accuracy.”