Back to Perspectives

FifthRow for Technology Transfer: More Inventions Assessed With the Team You Have

16 October, 202612 min read
Jan Beránek

Today we’re introducing FifthRow for Technology Transfer: a software offering built around those recurring jobs, starting with invention assessment and expanding across the commercialization process. The aim is to give university teams more capacity to do the work themselves, with a repeatable process and research they can use again.

From disclosure assessment to licensing discovery, FifthRow is turning recurring commercialization work into software university teams can run themselves. A university in the University of Texas System already reports roughly 50% less time per assessment.

University research creates an extraordinary pipeline of potential products, companies and partnerships. In FY2025, institutions participating in AUTM’s U.S. survey reported more than $112 billion in research expenditure and 28,278 invention disclosures, with disclosures increasing nearly 8% over the previous year. AUTM FY2025 survey

For a technology transfer office, that opportunity arrives as a succession of decisions. Which inventions deserve deeper investigation? Where should the next patent or validation dollar go? Is licensing the right route, or does the technology need a development partner or a spinout? Which companies have a reason to care?

Every answer requires work: reading disclosures, understanding the technology, researching markets and patents, comparing alternatives, and finding relevant companies. Meanwhile, the same team has inventors to support, agreements to negotiate and existing relationships to manage.

Today we’re introducing FifthRow for Technology Transfer: a software offering built around those recurring jobs, starting with invention assessment and expanding across the commercialization process. The aim is to give university teams more capacity to do the work themselves, with a repeatable process and research they can use again.

From university consulting to an assessment app used for the past year

Our experience in this sector began with traditional, hands-on consulting engagements with MBZUAI and Khalifa University, both in the UAE. Those engagements gave us experience of university priorities and the practical work behind commercialization decisions.

The next step was to turn recurring work into an application a university could use repeatedly. That progression – from consulting engagements to software in use – is the foundation for the broader offering we are now building out: standardize the research and assessment process, and put the resulting capability into the university team’s hands.

Results from our first two university partners

A university in the University of Texas System: 81 structured reviews in twelve months

For the past year, a university in the University of Texas System has been using a tailored FifthRow invention-assessment app. Its technology transfer office receives a continuous flow of disclosures and reported a manual baseline of 60–100 analyst hours per assessment. FifthRow organized the work around a single intake and the office’s own evaluation template.

The case records:

  • 81 structured reviews in twelve months.
  • Approximately 50% less assessment time, as reported by the university’s team.
  • Delivery without adding internal headcount.

The team gets assessments in a consistent format for triaging disclosures and prioritizing further commercialization work. The time reduction creates room for additional reviews or deeper work on promising inventions; the capacity implications are illustrated below. Read the university case study

A top-ranked Middle East research university: 72 patents narrowed to four

In this traditional consulting engagement, the university held 72 patented technologies across 15 industries, with no common standard for comparing them and a budget that could support four. FifthRow narrowed the portfolio through four stages:

  1. Screen: assess all 72 on opportunity, traction and commercialization, selecting 36 for deeper research.
  2. Research: use owner surveys, inventor and expert interviews, and four databases to narrow the set to 24.
  3. Rank: compare those 24 technologies against seven weighted criteria.
  4. Validate: test the top four against buyer demand and begin partner outreach.

The university received four commercialization reports and a portfolio-level recommendation. About 94% of the portfolio was deprioritized before validation spend, concentrating that budget on the selected technologies. Within weeks, the investment sponsor introduced the method to a second institution. Read the portfolio case study

FifthRow is building out the research work behind three TTO decisions

The assessment app is already in use. The full technology transfer offering is being developed around three connected decisions: what to investigate, where to invest, and how to reach the market. The following jobs describe the broader suite as it rolls out.

The decision your office needs to makeThe work FifthRow is standardizing and automatingThe output your team can use
Does this disclosure warrant further work?Structure the invention, its applications, supporting evidence and unresolved questions.An invention commercialization assessment with a recommended next investigation.
What is ready, and what still needs proof?Assess development evidence and technology readiness; identify missing tests or information.A readiness assessment and validation-needs brief.
How does it compare with existing technology?Research patents, publications, competing approaches, markets and potential users.A technology/IP landscape and market assessment with sources and differentiation gaps.
Which inventions deserve the next allocation of budget?Compare a supplied portfolio against common criteria and explain the relative priorities.A ranked comparison with evidence, assumptions and reasons for further review.
Should we license, spin out, partner or develop further?Compare commercialization routes, dependencies and development requirements.A route assessment and proposed next steps.
Which companies should we approach?Find and prioritize potential licensees based on their products, capabilities and fit with the technology.A prospect shortlist with supporting evidence, fit rationale and public contact pathways where available.
How do we explain the opportunity to those companies?Turn approved, non-confidential material into a clear account of the technology, application and evidence.A technology marketing brief your team can approve for partner conversations.

These outputs connect the work of a TTO. An assessment informs the next investigation. A portfolio comparison directs scarce validation resources. A route decision shapes the licensee search. A technology brief gives the licensing manager something concrete to take into a conversation.

Your office keeps responsibility for patenting, institutional approvals, external outreach and negotiations. Patent and market research supports those decisions; legal opinions remain with counsel.

FifthRow’s assessment brings eleven commercial and technical questions into one review

A committee needs enough evidence to decide what to do with an invention. The assessment structure we are standardizing covers eleven questions, bringing technical readiness together with commercial potential.

Assessment areaThe question it answers
1. Technology overviewWhat is the invention, what could it become, and who could use it?
2. Unmet needWhat user or industry problem would it address?
3. Stage of developmentWhat has been demonstrated, what readiness level does the evidence support, and what is missing?
4. Competitive landscapeWhat alternatives exist, and how does the technology compare?
5. Patent and publication landscapeWho is active in the field, and what does the available IP and research evidence show?
6. Market sizeHow large are the relevant applications, and what assumptions drive the estimate?
7. Business modelHow could a product or service based on the technology earn revenue?
8. Path to marketWhat development and commercialization steps stand between the invention and adoption?
9. Market interestWhat evidence suggests potential buyers need the technology?
10. Time to marketWhat determines the likely development and launch timeline?
11. Cost to marketWhat development, regulatory and commercialization costs need to be understood?

Specialist agents research the different questions, then combine their findings into a reviewable assessment. Sources, assumptions and gaps belong alongside the conclusions, so a reviewer can see what supports a recommendation and where an inventor, specialist or customer still needs to provide evidence.

The starting point is the office’s review process. A consistent assessment format makes it easier to compare disclosures, explain a recommendation to a committee and revisit it when new evidence arrives.

Your team runs the work – and keeps the knowledge it produces

FifthRow turns a defined research job into a reusable application. Your team supplies the technology and evaluation context; agents carry out the research and assemble the output; your team reviews the evidence and makes the decision. The next disclosure can use the same process.

That changes the role of outside support. Advisors can help establish the process or tackle a difficult case. Routine analysis becomes something the office can initiate and manage itself, without commissioning another consulting exercise each time.

The research also remains useful after the report is delivered. FifthRow retains research and completed outputs as structured, queryable knowledge. Teams can revisit an earlier landscape, retrieve the evidence behind a recommendation or use prior work to inform a new assessment.

Alongside that institutional research, FifthRow’s shared knowledge base contains more than 30 million sourced facts. Teams can access available knowledge through FifthRow LCM MCP, using supported clients such as ChatGPT, Claude and Microsoft Copilot. Institution-specific research stays within its authorized context.

For a licensing manager, that means being able to return to the research when a new disclosure arrives, a committee asks a follow-up question or a prospective partner wants to understand the opportunity. The team keeps a usable body of evidence as well as the ability to run the next job.

The same principle applies beyond technology transfer: research knowledge management means keeping the method and checked facts from every review, not only the report.

Half the assessment time can mean twice the review capacity

The reported reduction at the University of Texas System university makes the economics tangible. A 50% reduction from a 60–100-hour baseline releases 30–50 analyst hours per comparable assessment.

Here is what that would mean for an office completing 100 comparable assessments a year:

Assessment workloadWithout FifthRow, using the reported manual baselineWith FifthRow, applying a 50% reductionAnalyst time released
One assessment60–100 hours30–50 hours30–50 hours
100 assessments6,000–10,000 hours3,000–5,000 hours3,000–5,000 hours

This is an illustrative workload, not the customer’s reported annual volume. It assumes comparable cases and the same quality and human-review requirements. At that reduction, the analyst capacity used for 100 assessments could support approximately 200.

An office can use that capacity in different ways: work through more disclosures, investigate promising inventions more deeply, or give licensing managers more time with inventors and prospective partners.

The budget decision is then concrete. Compare FifthRow’s total cost, including setup and ongoing support, with the value of the analyst capacity released and any separately avoided outside research spend. Redeploying salaried staff creates capacity; reducing outsourced work or avoiding an additional hire can affect cash spending. Each office can measure those benefits against its own operating model.

The next test is whether that capacity helps the team move more promising technologies into useful development and licensing conversations. FifthRow gives the office more room to do that work.

Try three free invention assessments against your own review process

The best starting point is a disclosure your team understands well enough to judge the result.

  1. Share three invention disclosures or non-confidential summaries, along with your assessment template or evaluation criteria if you have them.
  2. Receive three structured assessments, with research, supporting sources and the questions that need further review.
  3. Compare them with your own process. Review the quality, the work still required from your team and the time you could save. Then decide which recurring jobs you want your office to run on FifthRow.

Get three free invention assessments

Frequently asked questions

What is FifthRow for Technology Transfer?

FifthRow turns recurring technology transfer research into reusable applications. AI agents research inventions, assemble evidence and prepare assessments for university teams to review. The broader offering being built out covers disclosure assessment, portfolio priorities, commercialization routes, licensee discovery and technology marketing.

Is FifthRow already used by a university technology transfer office?

Yes. A university in the University of Texas System has used a tailored FifthRow invention-assessment app for the past year. The wider suite is being built out from that experience and FifthRow’s earlier university consulting work.

How much assessment time can FifthRow save?

The University of Texas System university reported approximately 50% less assessment time against a 60–100-hour manual baseline. Applying that reduction to comparable work gives 30–50 hours released per assessment. The result for another office depends on its cases, review process and quality requirements.

Does our team need a consultant to run every assessment?

FifthRow’s operating model lets the university team run recurring assessments itself. Advisors can help establish the process or review a difficult case. Once configured, the application gives the team a repeatable way to initiate research and review the output.

Can FifthRow work with our own evaluation template?

Yes. The university app was tailored to its office’s evaluation format. FifthRow’s standard assessment structure covers eleven commercial and technical questions and can be aligned with the criteria and output your reviewers need.

Do agents replace licensing managers or patent counsel?

University staff retain responsibility for commercialization decisions, inventor relationships, approvals, outreach and negotiations. Agents support them with research and structured assessments. A patent landscape supports counsel’s work; patentability and freedom-to-operate opinions remain legal work.

What happens to the research after an assessment?

FifthRow retains research and completed outputs as structured, queryable knowledge for reuse. Teams can return to the evidence behind an earlier assessment and use it in later work. Institution-specific research stays within its authorized context, alongside access to FifthRow’s shared base of more than 30 million sourced facts.

Can we access FifthRow knowledge through ChatGPT, Claude or Copilot?

Yes, through FifthRow LCM MCP in supported ChatGPT, Claude and Microsoft Copilot clients. Teams can query the knowledge available to them from those tools, with access to institutional research governed by its authorized context.

How can our office try FifthRow?

Start with three free invention assessments. Share disclosures or non-confidential summaries and your evaluation criteria, then compare the assessments with your own review process. Use the trial to judge the research, the remaining review effort and the potential time savings for your team.