PharmaTools.AI – Applied AI for Pharma & Health
Applied AI Lab · Oxford

Applied AI forpharma & healthcare

An independent applied-AI lab building trustworthy AI for healthcare – applications for compliance, verification, comprehension, and privacy, and the open-source infrastructure that proves they work.

MHRA-registered medical device Used in 100+ countries Peer-reviewed research
Nick Lamb
Nick Lamb, PhD, CMPPFounder · 25+ years in medical communications
Recent Highlights
Five National Awards · PMEA Double WinValidation Study in Peer Review – Frontiers in Digital HealthOpen-source suite – 3,000+ downloads/monthNow in Anthropic's MCP Directory

From patient understanding to scientific verification – AI built for healthcare communication.

One standard, four open systems

OpenGATE is the verification standard. PubCrawl, Redacta and StudyDiff are the open systems it gates – reusable engineering any evidence-grounded AI team can adopt.

The verification standard

OpenGATE

Deterministic, gold-anchored verification – gold sets, scorers and CI regression gates that check whether an AI system can prove its answers from source material. No LLM judge; evidence over plausibility. It gates every system below on every release.

npmPyPIDockerOpen source
3,000+downloads a month across the open-source suiteExplore OpenGATE →
Measured, not claimed – OpenGATE results across RefCheckr, Redacta, Patiently AI & PubCrawl · written up as a paper
~0.95 F1
Claim extraction, near-full recall on the gold set
~50% → 0
Silent parse failures found, then eliminated
5.8% → 2.4%
Passage hallucination – drove the switch to sonar-pro
5 issues → fixed
Real production issues found across the products it verifies — each fixed and confirmed closed same day
4 capabilities
Evidence QA, redaction, simplification & retrieval — one gate across the trust stack
CI gate
Regressions vs baseline fail the build
Explore OpenGATE →

AI Workflow Playbook for Medical Writing

A free framework showing where AI fits – and where it doesn't – in medical writing workflows. From literature discovery through to review-ready content.

10Structured workflow cards with review checklists
04AI risk tiers for regulated content
20+Prompt patterns for source-grounded writing

Practical steps, prompt patterns, and review checklists for every stage of AI-assisted medical writing.

Explore the Playbook
Medical Writing AI Playbook – a free resource by PharmaTools.AI

The full suite

19 production systems spanning patient communication, compliance, and research

Labs · ExperimentalEarly-stage tools and research projects, built in the open.
Explore the Labs

Applied AI consulting

Adopt AI with clarity – not hype

Hands-on advisory for pharma, medtech, and healthcare teams – grounded in building and shipping AI products, including an MHRA-registered patient-facing medical device. From focused prototypes to patient-facing AI strategy.

Learn more →
Patient-facing AI advisory
AI tool prototypes
Compliance-aware AI design
Workflow automation
RAG & knowledge workflows
API & product integration

Interested in working together?

Explore how applied AI can support your team – from compliance to patient communication.