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Tech2Transfer

AI analysis of scientific papers for market potential

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What Tech2Transfer is

An analysis tool for the gap between research and market. Most academic work never becomes a product because evaluation, communication and funding are slow and subjective; this platform applies language model analysis to papers, patents and technical reports to score their commercial viability, IP strength and market potential.

The vendor states the underlying analysis runs on DeepSeek models.

What you can do with it

  • Analyse a scientific paper for technology readiness
  • Get market potential and scalability readings
  • Evaluate IP strength before deeper diligence
  • Screen literature for commercially promising work
  • Support technology transfer decisions with structured output

Who it is for

  • Technology transfer offices at universities
  • Researchers commercialising their own work
  • Investors screening deep-tech opportunities
  • Industry partners scouting innovations

What to watch out for

  • Automated scoring of research quality is indicative, not a substitute for expert peer review
  • Model-based assessments inherit the limits of the underlying models
  • IP strength readings are not legal opinions; patent counsel still decides
  • The tool claims to help evaluate readiness, but funding decisions need human accountability

Pros & cons

✓ What we like

  • Addresses a real bottleneck in tech transfer
  • Structured scoring across viability and IP dimensions
  • Useful for early screening at volume

! What to watch out for

  • Not a replacement for expert review
  • Scoring criteria are model-driven and opaque
  • Not legal or investment advice

FAQ

What does it analyse?

Scientific papers, patents and technical reports, for readiness, viability, IP strength and market potential.

Who is it built for?

Researchers, investors, technology transfer offices and industry partners.

Can it replace expert evaluation?

No. It screens and indicates; expert and legal review remain necessary.

Last reviewed: 2026-09-15

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