The Commercialization Gap™

Mike Hull • September 9, 2026

Academic research and commercial development reward different outcomes. A paper can establish an important scientific finding, while a buyer, investor, regulator, licensee, or strategic partner may still see substantial unanswered risk. The distance between those two states is the Commercialization Gap™.

Why the Gap Exists

Academic programs are usually designed around scientific questions: Can an effect be demonstrated? Is a mechanism real? Is a hypothesis supported? Commercial programs must answer additional questions: Who needs the product? What would they pay for? What claims can be supported? What evidence would change adoption? How will the product be manufactured, regulated, reimbursed, and defended?


  • Publication evidence may not match regulatory evidence.
  • A technically elegant solution may not fit clinical workflow.
  • A broad platform story may not identify the first product.
  • Patent ownership may exist without a strong freedom-to-operate position.
  • Market size may look large while the reachable initial market is small.
  • Positive pilot data may not answer the question a strategic partner needs answered.

The Cost of Discovering the Gap Late

The later a team discovers a commercialization requirement, the more expensive it can be to correct. A study may need to be repeated with a different comparator. A diagnostic may need a different intended-use population. A device may need human-factors work that was not budgeted. A therapeutic may need additional CMC or translational evidence before a partner is willing to engage.

How to Close the Gap

Start with the future decision-maker and work backward. Identify who eventually must say yes—customer, clinician, payer, FDA reviewer, licensee, investor, strategic partner—and determine what evidence that person or organization will require.


Then design the next technical milestone to answer both a scientific question and a commercial question whenever possible.


  • Define the initial product and use case.
  • Interview customers and users before locking the development plan.
  • Map regulatory and reimbursement assumptions early.
  • Identify the next licensing or financing milestone.
  • Build studies that reduce specific commercial risks.

BYB Takeaway

The Commercialization Gap™ is rarely closed by adding a business plan after the research is finished. It is closed by deliberately shaping research and development around the decisions that must eventually be made.

BYB helps researchers and founders identify commercialization gaps before they become expensive.

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