The disclosure trap

Honesty is supposed to buy trust. Oliver Schilke and Martin Reimann, both at the University of Arizona, ran thirteen experiments with more than five thousand participants to see whether that holds when the thing being admitted is machine assistance, and published the answer in Organizational Behavior and Human Decision Processes in 2025. It does not. Actors who disclose their use of machine assistance are trusted less than those who do not, and the penalty showed up across supervisors, subordinates, professors, analysts, creatives, and investment funds, across tasks from communication to analytics to artistic work, and across evaluator groups including hiring managers, legal analysts, and investors. It survived changes in how the disclosure was worded. It survived controlling for general aversion to algorithms. It appeared whether the disclosure was volunteered or required.

The authors locate the mechanism in legitimacy rather than in suspicion of the tool, which matches what the field reports from every profession where the human is the product. In work whose value is the person behind it, a disclosure is not read as an honesty signal but as evidence that the person needed help doing what they were hired to be, so the individually rational move is to verify the output privately and present it as one’s own. Medicine has already documented the pattern, with patients rating physicians who admit to using the technology as less competent. Ministry reports the same instinct as a concern about authenticity in preaching, at 49 percent among surveyed church leaders. In law the disclosure is increasingly mandated and remains professionally costly. Three professions, one equilibrium, and the name the adaptation literature has given it is invisible infrastructure.

Here is where we have to publish something uncomfortable rather than route around it. The corpus argues, in its most-cited form, that a shared structure requires every piece to carry its maker’s name, that a stone without a signature does not get laid into the wall, and that payment and accountability are one property read from two directions. This finding says the signature has a price, and that the people paying it are exactly the practitioners whose relationships we spend the rest of the corpus defending. Both cannot be comfortable at once.

The strongest reconciliation available is a real distinction and it does not fully dissolve the problem. Recoverable provenance and announced provenance are different requirements. A trail can be complete, durable, and queryable without being the first sentence a client hears, in the same way that a building’s structural drawings are archived rather than painted on the lobby wall. What that reconciliation cannot do is survive its own success. A trail nobody surfaces is functionally identical to no trail for every reader who does not know to look, and our own position holds that a disclosure withheld until someone digs is not a disclosure.

There is one empirical thread that cuts back the other way and it deserves the last word rather than a footnote. The same thirteen experiments found the disclosure penalty smaller than the penalty when a third party exposes undisclosed use. The quiet equilibrium is locally rational and globally fragile, which means the professions converging on silence are pricing the risk they can see and not the one that arrives later, all at once, for everyone in the field at the same time. We are not resolving this here, and we are not filing it away either. The honest position is that we hold a requirement that the evidence says is expensive, we think the expense is worth paying, and the argument for that is one we still owe.