When the Evaluator May Be an Algorithm: What the TRAX Protest Means for Federal Contractors

Artificial intelligence has entered federal procurement faster than the rules governing it. A dispute over an Army contract at White Sands Missile Range may now force procurement law to confront a deceptively simple question: when an evaluation contains an error, does it matter whether the mistake was made by a human or generated by an algorithm?

Anastasia Obis of Federal News Network recently examined TRAX International Corporation's Court of Federal Claims challenge involving an approximately $450 million Army mission-support procurement. TRAX alleges that artificial intelligence influenced portions of the technical evaluation and generated erroneous findings about its proposal. The Army has stated that the Source Selection Authority did not use AI to evaluate proposals, while TRAX contends the record leaves unresolved whether AI was used earlier by the Source Selection Evaluation Board.

The litigation follows TRAX's unsuccessful GAO protest. GAO's May 14 decision acknowledged a conceded evaluation error but denied the protest because TRAX could not demonstrate competitive prejudice. The solicitation used a FAR Part 15 best-value tradeoff considering mission capability, past performance, small-business participation, and cost/price, with mission capability carrying substantial weight.

That distinction between error and prejudice is critical. Federal bid-protest law does not ordinarily provide relief simply because an evaluation was imperfect. A protester generally must establish a reasonable possibility that the error affected its competitive position. AI does not eliminate that requirement.

But AI may create a different evidentiary problem. Federal procurement rules assign evaluation and source-selection responsibilities to government officials. There is currently no specific FAR provision comprehensively defining how generative AI may be used to perform proposal evaluations. If an evaluator adopts AI-generated findings without meaningful verification, questions arise regarding whether the administrative record actually reflects agency judgment.

For contractors, the immediate implication begins before a protest. Proposal drafting should become increasingly traceable. Assertions should point clearly to supporting evidence. Staffing commitments, transition plans, technical approaches, past-performance references, and risk mitigations should be easy for an evaluator—human or machine-assisted—to locate and connect to the applicable evaluation criterion.

Contractors should also consider asking carefully framed solicitation questions about AI use where evaluation methodology makes the issue material. There is an enormous difference between using AI to perform formatting checks, identify missing sections, summarize material for an evaluator, or generate substantive strengths and weaknesses.

Debriefings may likewise evolve. When an evaluation contains a factual proposition that cannot be reconciled with the submitted proposal, contractors should identify precisely where the supposed fact originated. The objective is not to allege “AI hallucination” whenever an evaluator makes a mistake. It is to understand whether the evaluation record demonstrates reasoned agency judgment.

The TRAX litigation may ultimately succeed or fail on conventional protest doctrines. Its larger significance lies elsewhere. As agencies automate more acquisition activity, administrative-record integrity will become increasingly important. Procurement law may tolerate tools that assist government decision-makers. It is far less likely to tolerate a record in which no one can determine who—or what—actually made the evaluative judgment.

Recommended FedContractPros.com Tool: Section L/M Compliance Crosswalk. The Crosswalk converts proposal instructions and evaluation criteria into an auditable structure and pairs claims with evidence. That traceability becomes even more important when proposal material may be reviewed through AI-assisted evaluation processes.

Disclaimer: This article is for educational and informational purposes only and does not constitute legal advice or a prediction concerning pending litigation. Bid-protest rights and deadlines are highly fact-specific. Contractors should consult qualified government-contracts counsel regarding a particular procurement or protest.