Neolen · Bio LLM Lab

Building A world‑class LLM for medicine and biology

A model that’s fast, accurate, and built to hallucinate less — aiming to match or beat frontier models in medicine and biology. It will power a personal doctor for everyone, and give researchers an AI that can help with anything their work needs.

How it fits together

Neolen model

Our own LLM for medicine & biology

  • Fast
  • Accurate
  • Grounded

Personal doctor

Reliable health answers, anytime

For everyone

Research tool

An AI for any research task

For researchers

Both get better as the model does

What our model is built to be

Fast

Responds at the pace of a real conversation.

Accurate

Trained deep on medicine and biology, not spread thin.

Grounded

Built to hallucinate less, and to say when it isn’t sure.

Frontier bar

Our target: equal to or better than most frontier models in its field.

01Why our own model

Health needs a specialist, not a generalist

We're building a personal doctor for everyone. For that to work, the model behind it has to be fast, get medicine right, and be honest about what it doesn't know — so we're building that model ourselves.

Built for a personal doctor

A doctor you can talk to anytime has to answer quickly, get the details right, and avoid making things up. General-purpose models are built to do a bit of everything. Ours is built for this one job.

AspectGeneral-purposeNeolen
Trained forEvery subject at onceMedicine & biology
SpeedLarge, to cover every topicFocused, so it answers fast
HallucinationA risk on any topicDesigned to minimize

Depth over breadth

General-purpose models spread what they learn across every subject. Ours puts it all into medicine and biology, so it goes deeper where it matters and stays reliable there.

General-purpose modelA little about everythingNeolenDeep in medicine & biology
02Who it's for

One model, two ways to help

The same model works as a personal doctor for anyone who needs one, and as an AI partner for the researchers working on cures.

1For everyone

A personal doctor for everyone

Clear, reliable answers about your health whenever you need them, from a model that knows medicine deeply.

  • Answers health questions in plain language
  • Understands your health data and history
  • Guides prevention and everyday care
2For researchers

An AI for your research

For researchers at pharma companies and independent researchers working on cures. Use it for whatever your work needs.

  • Read and synthesize the literature
  • Find evidence across clinical and biological data
  • Form and test new hypotheses
  • Drug discovery, repurposing, and beyond
Request research access
03Research tool

An AI research partner, built for biomedicine

Bring any question about a disease, a target, a drug, or a pathway, and work through it with an AI that knows the field. It runs on our own model, so it gets better as the model does.

  1. 01

    Ask anything

    Open-ended by design, from a quick fact check to a full research question.

  2. 02

    All the evidence in one place

    Literature, clinical, and biological sources, alongside your own files and data.

  3. 03

    From evidence to hypothesis

    See what’s known, spot what’s missing, then form and test new ideas.

  4. 04

    Answers you can check

    Grounded in sources, so you can trace claims back to the evidence behind them.

Research session · Example

Question

“Which approved drugs could be repurposed for ALS — and what evidence supports each one?”

Sources

  • Literature
  • Clinical
  • Biological
  • Your files

Research plan

  1. 01Search the literature for disease mechanisms and drug–target links
  2. 02Pull clinical trial history and safety signals
  3. 03Map the targets, genes, and pathways involved
  4. 04Form and rank candidate hypotheses
  5. 05Test each hypothesis against the evidence
04Our bar

Match or beat frontier models where it matters most: medicine and biology.

Measured

Head-to-head with leading frontier models on medical and biological benchmarks.

Proven

In real use, by people asking their personal doctor and by researchers doing real work.

Early access

Do your best research with an AI built for it.

We're opening access for researchers at pharma companies and independent researchers working on cures.