Applied AI for pharma, biotech and life sciences

Biomedical AI you can check.

TechMils builds AI agents, models and data systems for biomedical teams. Grounded in evidence, linked to its sources and reviewed by people where it matters.

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Biomedical by focusEvidence-linked by designHuman-led where it matters

Fig. 01From question to checked answer

Question

Which candidates deserve a closer look?

  1. 01Patent and exclusivity registersCross-checked
  2. 02Drug and regulatory registersCross-checked
  3. 03Literature and trial recordsLinked
  4. 04Your own dataOptional
Reviewed answer

Two candidates are worth counsel's time. 0102 One waits on a timing question. 01 Every claim carries its source.

An illustration of how our systems work. Example content, not client data.

Public sources Patriage already reads

  • FDA Orange Book
  • FDA Purple Book
  • EU SPC registers
  • Health Canada PM(NOC)
  • EPO oppositions
  • EDQM CEP
  • PubChem
  • ChEMBL

What we build

Built around the work.

From one high-value workflow to a specialist AI product, we build around your data, your decisions and the way regulated work actually gets done.

Agentic AI

Agents that do the reading.

Multi-step agents that search registers, patents and papers, cross-check what they find and hand a reviewer the evidence—with clear boundaries and visible human control.

  • Evidence gathering
  • Register monitoring
  • Report drafting
Registers Patents Papers Agent cross-checks reviewer report
Fig. 02Gather, cross-check, hand over

Applied AI & machine learning

Models built for biomedical data.

Models, retrieval and data pipelines shaped around molecules, sequences, clinical text and regulatory records—the data general-purpose tools handle badly.

  • Search over your documents
  • Predictive models
  • Data pipelines
your question nearest evidence the rest
Fig. 03Find what is relevant, show why

AI strategy & delivery

The right idea, made useful.

Use-case discovery, focused prototypes and production-minded delivery, for teams that want results without building a large in-house AI group.

  • Use-case discovery
  • Prototypes
  • Production delivery
Discover use case chosen Prototype tested on real data Production in daily use
Fig. 04From first idea to daily use

Where we help

Evidence-heavy work, made lighter.

Biomedical decisions rest on scattered registers, papers and datasets. We build the systems that read them, connect them and show their working.

01 / Pharma & generics

Portfolio and launch decisions

Patent, exclusivity and market evidence assembled per molecule and per market, so a long list becomes a shortlist.

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02 / Biotech & discovery

Literature and compound intelligence

Papers, targets and compound data pulled into one searchable view, with every answer traced back to its source.

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03 / Regulatory & IP

Registers, filings and guidance

Public registers tracked, compared and summarised across markets, with gaps and conflicts flagged for a specialist.

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04 / Research & data teams

Pipelines and models

Reliable data pipelines and machine-learning models for molecular, sequence and clinical datasets.

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Our flagship product

Meet Patriage.
A clearer path to your next molecule.

Our pre-FTO (freedom-to-operate) intelligence service screens a molecule's global patent estate and public drug registers, then delivers an analyst-reviewed dossier: when markets open, who already sells there and what needs closer review.

  • Global public sources, cross-checked
  • Evidence linked to every important read
  • A written dossier your team can review
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Patriage Illustrative sample

Pre-FTO decision brief

Molecule A

Market access & priorities for review

3Target markets
2Counsel priorities
1Evidence gap
Market assessmentReview priority
  • United KingdomPrioritise review
  • GermanyTiming constraint
  • United StatesEvidence gap
Recommended next step

Focus counsel review on the UK. Resolve the German timing constraint and US evidence gap.

Fictional data · format previewTechMils / 01
Illustrative dossier · fictional dataExplore the sample

How we work

Useful AI has to earn trust.

We start with the decision, design around the evidence and keep human judgement where it matters.

More about TechMils
01

Start with the work

Define the outcome, constraints and hand-offs before choosing the technology.

02

Make the reasoning visible

Keep sources, checks and uncertainty inspectable when decisions carry weight.

03

Build for real use

Design simple interfaces and outputs that fit the way your team actually works.

Who you work with

Led by a researcher who builds.

Dr Charalambos Chrysostomou Founder & CEO

A machine-learning and bioinformatics researcher with more than a decade of experience turning noisy scientific and regulatory data into usable systems. He built Patriage end to end.

  • PhD in machine learning applied to biology
  • Peer-reviewed computational biology research
  • 10+ years building production AI and data systems
About TechMils

Start a conversation

Have a workflow that AI could improve?

Tell us what is slow, repetitive or hard to scale, from literature and registers to data pipelines. We'll help you find a practical next step.

Talk to us Explore Patriage