NSF SBIR PHASE I — TECHNICAL COHERENCE REPAIR

ManyWheels — Vehicle Transport Optimization Platform

Logistics / software platform · NSF SBIR Phase I · Before/after transformation

Original: NSF Proposal No. 0839294 · NSF 08-548 · Phase I. Revised technical volume available upon request.

REVIEW SUMMARY

ManyWheels is a Phase I SBIR proposal for a real-time automobile transport logistics platform. The system enables automobile shippers and transporters to discover and negotiate load opportunities using market mechanism design and mixed-integer programming. The requested amount is $100,000 over four months, submitted under NSF topic SS / A.2: Knowledge Discovery, Search, Data Mining, and Data Management.

The original submission organizes the intellectual merit section around commercial market validation: industry partnerships, demand confirmation from large customers, fuel savings, and carbon footprint reduction. This misplaces the evidentiary standard — NSF reviewers scoring intellectual merit are looking for the scientific or algorithmic contribution, not the market size. The commercial evidence belongs in Broader Impacts, where it is both appropriate and persuasive.

The coherence repair reframes the technical thesis as an algorithmic research program: what is the mathematical structure of the real-time carrier matching problem, and what would a Phase I feasibility test actually prove?

WHAT THIS CASE DEMONSTRATES

1. 01Intellectual merit reframing — separating algorithmic research contribution from commercial validation language.
2. 02Technical hierarchy construction — connecting problem statement to mechanism to Phase I test.
3. 03NSF topic alignment audit against "knowledge discovery and data management" review criteria.
4. 04Phase I milestone repair — converting outcome statements into falsifiable, measurable go/no-go criteria.