ScrubStack and SurgX in the 2026 AI Venture Velocity Challenge: Grounding Surgical Supply Data

Concept Bytes entered ScrubStack and SurgX in the inaugural 2026 AI Venture Velocity Challenge (AIVVC) with a verification-first approach to surgical supply data.

Anti-fabrication note: this article does not claim an AIVVC placement, prize, judge, date, customer, or outcome. None is known in the locked fact set.

What is the AI Venture Velocity Challenge?

The AI Venture Velocity Challenge (AIVVC) is the challenge named in Shelby McCormick, MBA, MScA's originating post. ScrubStack and SurgX were entered in the inaugural 2026 AI Venture Velocity Challenge under the entity Concept Bytes. The originating post used TAMU and Mays Business School affiliation hashtags.

This article uses only those AIVVC facts. It does not add competition results, judging details, awards, or schedule claims.

What problem the entry addresses

Preference-card drift is a practical operating-room problem because a card can stop matching the case setup teams actually use.

In an early 2026 ScrubStack discovery sample of 45 perioperative practitioners across 25 U.S. states, only one of the 45 respondents said they would set up a case from the preference card alone; the rest reported supplementing it. (A directional discovery sample, not a current census or a population estimate.)

The cost side is documented in a separate source. A 2025 quality-improvement study in JAMA Surgery (Perez et al., UC San Diego) measured a mean of $1,294.41 per case in unused, opened preference-card items, totaling $3.7M across the cases studied.

What ScrubStack and SurgX do

ScrubStack captures a surgical preference card from a phone photo and grounds items in FDA UDI. SurgX is the searchable medical-product intelligence and device-provenance umbrella.

Together, the product direction is not to let AI invent a polished but unverifiable supply record. The direction is to capture the card, ground what can be grounded, and mark what still needs review.

Verification-first discipline

SurgX and ScrubStack match items against publicly available FDA UDI records via openFDA, using a snapshot of approximately 4.9M records verified on 2026-05-31. UDI matching is a data reference, not FDA clearance or endorsement.

During validation, the team caught an AI-hallucinated FDA clearance number before it entered the system. SurgX's policy is blank-over-wrong: omit rather than guess.

What this announcement does not claim

This announcement does not claim that ScrubStack or SurgX won, placed, received a prize, met with judges, signed customers, or achieved any competition outcome. Those facts are not in the locked source set.

It also does not claim FDA clearance, FDA endorsement, or any product recommendation. UDI matching is used as a data reference for device identity.

FAQ

Who entered ScrubStack and SurgX in AIVVC? Concept Bytes entered ScrubStack and SurgX in the inaugural 2026 AI Venture Velocity Challenge.

What problem does ScrubStack address? ScrubStack addresses preference-card drift by capturing a surgical preference card from a phone photo and grounding items in FDA UDI.

How does SurgX verify device data? SurgX matches items against publicly available FDA UDI records via openFDA and flags what it cannot verify rather than fabricating a match.

Does this article claim an AIVVC result or award? No. This article does not claim any AIVVC placement, prize, judge, date, customer, or outcome.