{
  "schema": "org-writing@v1",
  "slug": "the-disclosure-trap",
  "kg": {
    "id": "org:writing:the-disclosure-trap",
    "type": "brick",
    "graph": "/kg.json"
  },
  "title": "The disclosure trap",
  "subtitle": "Saying you used a machine costs you trust, professionals respond by going quiet, and that collides with our own position on provenance",
  "abstract": "The measured trust penalty for admitting machine assistance, the silent-verification equilibrium it produces in high-trust work, and the unresolved conflict it opens with our own published requirement that every contribution carry its maker's name.",
  "kind": "brick",
  "topics": [
    "The Face"
  ],
  "courseMemberships": [
    {
      "course": "org:courses:face",
      "topic": "The Face",
      "wall": "org:walls:behavior",
      "position": 5,
      "total": 6
    }
  ],
  "publishedAt": "2026-08-03T00:00:00.000Z",
  "version": 2,
  "guidelinesVersion": 15,
  "brief": {
    "problem": {
      "text": "Thirteen experiments with more than five thousand participants find that disclosing machine assistance lowers trust in the person disclosing, across framings and whether the disclosure was voluntary or required.",
      "claims": [
        "actors who disclose their use of machine assistance are trusted less than those who do not"
      ]
    },
    "mechanism": {
      "text": "In work whose value is the human behind it, disclosure is read as a legitimacy problem rather than an honesty signal, so the individually rational response is silent verification, which is the equilibrium several professions are already converging on.",
      "claims": [
        "the effect is weaker than the penalty when a third party exposes undisclosed use"
      ]
    },
    "move": {
      "text": "Publish the collision rather than pick the comfortable side, because we hold that provenance stays recoverable and the evidence says recoverability at the client interface carries a price we have not yet paid.",
      "claims": []
    }
  },
  "sources": [
    {
      "repo": "mnstry-research",
      "path": "topics/business/discovery-synthesis/ai-client-04-high-trust-profession-adaptation.md"
    },
    {
      "repo": "mnstry-research",
      "path": "topics/methodology/customer-discovery/discovery-method-07-research.md"
    }
  ],
  "canonicalPath": "/writing/the-disclosure-trap/",
  "body": "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.\n\nThe 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.\n\nHere 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.\n\nThe 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.\n\nThere 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.",
  "apparatus": {
    "note": "The human-facing essay is deliberately practical; this apparatus carries the full references, evidence-graded claims, article-local concepts, and research context behind it. Canonical concept definitions come from the concept registry.",
    "references": [
      {
        "id": "org:references:the-disclosure-trap:r01",
        "author": "Oliver Schilke and Martin Reimann",
        "work": "The transparency dilemma, how AI disclosure erodes trust (Organizational Behavior and Human Decision Processes 188)",
        "year": 2025,
        "relevance": "The brick's anchor. Thirteen experiments, more than five thousand participants, disclosure penalty across actor types, task types, evaluator groups, disclosure framings, and voluntary versus mandatory conditions, with reduced perceived legitimacy as the mechanism the authors identify. Verified against the published article and the authors' institutional summary during the face wave."
      },
      {
        "id": "org:references:the-disclosure-trap:r02",
        "author": "Barna Group and Pushpay",
        "work": "Technology for Missional Impact, State of Church Tech 2026 (n=1,306 church leaders, fielded 11 November to 8 December 2025)",
        "year": 2026,
        "relevance": "The ministry half of the field parallel: loss of authenticity in preaching and teaching among the leading concerns at 49 percent."
      },
      {
        "id": "org:references:the-disclosure-trap:r03",
        "author": "mnstry-org",
        "work": "Signed stones (org:writing:signed-stones)",
        "relevance": "The corpus position this brick collides with. The tension is recorded in both apparatus files and in the signed-stones editorial notes rather than resolved in either piece."
      }
    ],
    "claims": [
      {
        "id": "org:claims:the-disclosure-trap:c01",
        "claim": "Across thirteen experiments with more than five thousand participants, actors who disclose their use of machine assistance are trusted less than those who do not, with reduced perceived legitimacy as the mechanism the authors identify.",
        "basis": "Schilke and Reimann 2025, Organizational Behavior and Human Decision Processes 188. Evaluator groups included students, legal analysts, hiring managers, and investors; actors included supervisors, subordinates, professors, analysts, creatives, and investment funds.",
        "confidence": "verified",
        "sources": []
      },
      {
        "id": "org:claims:the-disclosure-trap:c02",
        "claim": "The trust penalty holds across disclosure framings, above and beyond general algorithm aversion, and whether the disclosure is voluntary or mandatory, and the effect is weaker than the penalty when a third party exposes undisclosed use.",
        "basis": "Schilke and Reimann 2025, studies 9 to 13 and the within-paper meta-analysis, which also reports the penalty attenuated but not eliminated among evaluators with favorable technology attitudes and high perceived accuracy.",
        "confidence": "verified",
        "sources": []
      },
      {
        "id": "org:claims:the-disclosure-trap:c03",
        "claim": "Patients rate physicians who disclose using machine assistance in diagnosis as less competent, and the professional equilibrium forming across medicine, law, and ministry is private verification with the output presented as the professional's own.",
        "basis": "Directional. Reported in the high-trust-profession adaptation research and consistent with the Schilke and Reimann result, but the underlying medical studies were not independently re-verified in this wave and the cross-professional equilibrium is an observation in the adaptation literature rather than a measured trend.",
        "confidence": "directional",
        "sources": []
      },
      {
        "id": "org:claims:the-disclosure-trap:c04",
        "claim": "The corpus position that every contribution carries its maker's name is in unresolved tension with the measured cost of disclosure at the client interface.",
        "basis": "Contested by construction. This is an internal conflict between a published org position (signed-stones) and a verified external finding, published as a held tension on operator instruction rather than resolved in either direction. The recoverable-versus-announced distinction narrows it and does not close it.",
        "confidence": "contested",
        "sources": []
      }
    ],
    "concepts": [
      {
        "id": "org:concepts:disclosure-trap",
        "name": "Disclosure trap",
        "definition": "The condition in which admitting machine assistance lowers trust in high-trust work, so the individually rational response is private verification, and the resulting silence is more fragile than the disclosure it avoided.",
        "provenance": "canonical"
      }
    ],
    "researchContext": "Sourced from the high-trust-profession adaptation research and the\ncustomer-discovery methodology research, both of which report the\ntransparency dilemma without citing the study behind it. The study was\nlocated and verified during the face wave, which produced one correction to\nthe operator brief and to the internal synthesis: the work is Schilke and\nReimann, published in 2025 in Organizational Behavior and Human Decision\nProcesses, by authors at the University of Arizona whose institution\npublicized it in January 2026. The 2026 date belongs to the press release,\nnot the paper.\n\nThe held tension is the brick's reason for existing and is stated three\ntimes on purpose, in the body, in this apparatus, and in the signed-stones\napparatus, so that neither piece can be read without the other. The corpus\ndoes not resolve it. The strongest available reconciliation, that recoverable\nprovenance and announced provenance are different requirements, is stated in\nthe body along with the reason it does not close the gap, and the claim\ncarrying the conflict is graded contested rather than directional because the\ntwo sides are both well supported and genuinely opposed.\n\nOne thread is deliberately given the closing position rather than a footnote.\nThe same experiments find third-party exposure of undisclosed use more costly\nthan disclosure itself, which makes the silent-verification equilibrium\nlocally rational and collectively fragile. That is the strongest empirical\nsupport the signed-stones position has in this material, and it is presented\nas an argument we still owe rather than one we have made."
  },
  "contract": "https://mnstry.org/contracts/org/org-writing.v1.schema.json",
  "releaseHash": "40c5cafe705fd0650f9ec7b6ff6b70bb29c06f9be68dc3df9c5cc83a8d63c12c",
  "versions": [
    {
      "version": 2,
      "cutAt": "2026-08-06",
      "note": "Re-parented from the-face to the-owed-disclosure on the-face's demotion to a brick (operator ruling 2026-08-07): the obligation-versus-effect pair the pillar criteria names. Body unchanged.",
      "visibility": "published",
      "path": "/writing/the-disclosure-trap/",
      "contentHash": "sha256:93043ed6c92c2182",
      "releaseHash": "40c5cafe705fd0650f9ec7b6ff6b70bb29c06f9be68dc3df9c5cc83a8d63c12c"
    },
    {
      "version": 1,
      "cutAt": "2026-08-03",
      "note": "Initial publication, face wave",
      "visibility": "published",
      "path": "/writing/the-disclosure-trap/v/1/",
      "contentHash": "sha256:93043ed6c92c2182"
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  ]
}