Skip to main content

Security & Custom Training

Secure AI for R&D teams

Custom model training, air-gapped deployment, and EU AI Act compliance guides for R&D leads, IP directors, and regulated-industry IT teams.

Featured Private AI ·

EU Regulated AI Adoption Report 2026: Why the Best Labs Are Going Private

We surveyed 200+ R&D leads, IP directors, and GMP managers across pharma, biotech, and deep-tech. Here's what's driving the shift away from public LLMs - and what private AI infrastructure looks like in practice.

IngenLab Research

12 min read

IP & Legal

Why Freedom-to-Operate Analysis Breaks Down With Public AI - and How to Fix It

Sending patent claims to a public API is an IP liability. We break down the architecture of a truly private prior-art search engine.

7 min read
Compliance

EU AI Act High-Risk Classification: What GMP Labs Need to Do Before the Deadline

A practical checklist for life-science teams navigating Article 10 obligations, audit trail requirements, and human oversight rules.

9 min read
Lean Ops

From Batch Record to Digital Twin: How AI Closes the R&D-to-GMP Gap

Scale-up failures cost pharma teams months. We look at how private AI process models reduce transfer risk at every stage.

6 min read
Private AI

On-Prem vs. EU SaaS vs. VPS: Choosing Your Private AI Deployment Model

Cost, latency, compliance, and vendor lock-in compared. A decision framework for regulated-industry IT leaders.

8 min read
R&D

ELN RAG Done Right: Indexing 10 Years of Lab Notebooks Without Leaking Trade Secrets

How private retrieval-augmented generation differs from plugging your ELN into a commercial chatbot API.

5 min read

Stay ahead of the curve

Private AI insights for R&D and IP leaders - fortnightly, no noise.