{
  "kind": "themePage",
  "slug": "proof-friction",
  "title": "Proof friction",
  "summary": "The buyer still needs concrete proof they can check before the team gets a clean comparison at all.",
  "canonicalUrl": "https://archive.citrusgate.com/themes/proof-friction",
  "markdownUrl": "https://archive.citrusgate.com/themes/proof-friction.md",
  "jsonUrl": "https://archive.citrusgate.com/api/public/themes/proof-friction.json",
  "updatedAt": "2026-04-28",
  "tags": [
    "proof friction"
  ],
  "policy": {
    "canonicalUrl": "https://archive.citrusgate.com/about",
    "markdownUrl": "https://archive.citrusgate.com/about.md",
    "author": {
      "name": "Ivan Golovach",
      "title": "Founder and brief lead",
      "summary": "Ivan Golovach built and operates the CitrusGate workflow, holds the release stop-line on the private memo, and answers fit questions directly. The service is sold on inspectable work, clear boundaries, and one accountable operator."
    },
    "entity": {
      "name": "CitrusGate LLC",
      "summary": "The operating entity behind the site, the Stripe checkout, and the private brief release."
    },
    "editorialBoundary": {
      "summary": "CitrusGate publishes public proof, not raw company notes. The site shows how the diagnosis thinks without exposing the company-specific correction that belongs in private delivery.",
      "bullets": [
        "Public pages show public-safe proof, dated recurrence, and blocker framing.",
        "They do not show raw company notes or the private next move for one team.",
        "Published counts refer to the current public release, not every private company the workflow has touched.",
        "The first commercial product is the fixed-scope Decision Friction Brief."
      ]
    },
    "privacyBoundary": {
      "summary": "If a piece of information only makes sense when the reader knows the exact company, contact, or outreach context, it stays private. CitrusGate does not repurpose client-specific brief detail onto the public site unless it has been fully abstracted and made public-safe.",
      "bullets": [
        "Private data bundles, admin routes, and raw company-level research stay out of the public layer.",
        "Only public-safe artifacts that become clearer after abstraction belong in the machine-readable corpus."
      ]
    },
    "usage": {
      "publicReadOnly": true,
      "searchDiscoveryAllowed": true,
      "trainingAllowed": false,
      "vendorAccess": {
        "googleSearch": true,
        "googleExtended": true,
        "bingSearch": true,
        "openAiSearch": true,
        "openAiUserFetch": true,
        "openAiTraining": false,
        "anthropicSearch": true,
        "anthropicUserFetch": true,
        "anthropicTraining": false,
        "perplexitySearch": true,
        "perplexityUserFetch": true
      },
      "writeActionsAvailable": true,
      "privateResearchExposed": false,
      "publicAskAvailable": true,
      "mcpAvailable": false
    }
  },
  "timestamps": {
    "machineGeneratedAt": "2026-05-02T21:38:17Z",
    "canonicalLastModifiedAt": "2026-04-28",
    "updatedAt": "2026-04-28"
  },
  "body": "# Proof friction\n- Updated: 2026-04-28\n- Tags: proof friction\n- Canonical: https://archive.citrusgate.com/themes/proof-friction\nThe buyer still needs concrete proof they can check before the team gets a clean comparison at all.\n## Angle\nFor these selected cases, the useful artifact is a concise review packet that maps product behavior to the buyer's security, legal, and operating questions.\n## Diagnostic Questions\n- Which trust artifact would unblock the next meeting: security posture, data-use language, approval workflow, or exception handling?\n- Does the public product message match the legal and procurement language the buyer will review?\n- Who owns human review, override rights, and rollout exceptions?\n## Patterns\n### In selected cases, AI-enabled workflows intensified permission questions.\nWhen software touched sensitive engineering or operational environments, buyers needed governance proof before treating the product as deployable.\n### In selected cases, legal language shaped trust.\nBuyers compared public product promises with policy and contract terms before allowing sensitive workflow access.\n### In selected cases, data minimization made review easier to understand.\nArchitectures that reduced data movement or external storage gave security teams a narrower review surface.\n## Featured Weekly Memos\n## Featured Notes\n- Trust proof is deciding before product comparison (https://archive.citrusgate.com/notes/trust-proof-is-deciding-before-product-comparison)",
  "metrics": {
    "current": {
      "batchId": "psb_20260428_manual_active_334_20260428_additive",
      "cohortKey": "manual-active-334-20260428-additive",
      "label": "Manual active 334 additive publication cohort",
      "publishedAt": "2026-04-28",
      "batchCompanyCount": 334,
      "supportCount": 328,
      "highestLeverageCount": 96,
      "supportShare": 0.982,
      "highestLeverageShare": 0.2874,
      "weeklySlug": "2026-04-28-manual-active-334-20260428-additive-decision-drift",
      "publicationAction": "publish_new_weekly",
      "isCurrent": true
    },
    "previous": {
      "batchId": "psb_20260416_manual_active_290_20260417_additive",
      "cohortKey": "manual-active-290-20260417-additive",
      "label": "Cumulative Selection preview cohort",
      "publishedAt": "2026-04-16",
      "batchCompanyCount": 290,
      "supportCount": 284,
      "highestLeverageCount": 72,
      "supportShare": 0.9793,
      "highestLeverageShare": 0.2483,
      "weeklySlug": "2026-04-16-manual-active-290-20260417-additive-decision-drift",
      "publicationAction": "publish_new_weekly",
      "isCurrent": false
    },
    "allTime": {
      "publishedBatchCount": 6,
      "firstPublishedAt": "2026-03-26",
      "latestPublishedAt": "2026-04-28",
      "peakSupportCount": 328,
      "peakSupportShare": 0.9867,
      "peakHighestLeverageCount": 96
    },
    "history": [
      {
        "batchId": "psb_20260428_manual_active_334_20260428_additive",
        "cohortKey": "manual-active-334-20260428-additive",
        "label": "Manual active 334 additive publication cohort",
        "publishedAt": "2026-04-28",
        "batchCompanyCount": 334,
        "supportCount": 328,
        "highestLeverageCount": 96,
        "supportShare": 0.982,
        "highestLeverageShare": 0.2874,
        "weeklySlug": "2026-04-28-manual-active-334-20260428-additive-decision-drift",
        "publicationAction": "publish_new_weekly",
        "isCurrent": true
      },
      {
        "batchId": "psb_20260416_manual_active_290_20260417_additive",
        "cohortKey": "manual-active-290-20260417-additive",
        "label": "Cumulative Selection preview cohort",
        "publishedAt": "2026-04-16",
        "batchCompanyCount": 290,
        "supportCount": 284,
        "highestLeverageCount": 72,
        "supportShare": 0.9793,
        "highestLeverageShare": 0.2483,
        "weeklySlug": "2026-04-16-manual-active-290-20260417-additive-decision-drift",
        "publicationAction": "publish_new_weekly",
        "isCurrent": false
      },
      {
        "batchId": "psb_20260411_manual_active_240r_20260411",
        "cohortKey": "manual-active-240r-20260411",
        "label": "Cumulative Selection preview cohort",
        "publishedAt": "2026-04-11",
        "batchCompanyCount": 240,
        "supportCount": 235,
        "highestLeverageCount": 62,
        "supportShare": 0.9792,
        "highestLeverageShare": 0.2583,
        "weeklySlug": "2026-04-11-manual-active-240r-20260411-decision-drift",
        "publicationAction": "publish_new_weekly",
        "isCurrent": false
      },
      {
        "batchId": "psb_20260404_manual_active_215",
        "cohortKey": "manual-active-215",
        "label": "Cumulative Selection preview cohort",
        "publishedAt": "2026-04-04",
        "batchCompanyCount": 215,
        "supportCount": 210,
        "highestLeverageCount": 58,
        "supportShare": 0.9767,
        "highestLeverageShare": 0.2698,
        "weeklySlug": "2026-04-04-manual-active-215-decision-drift",
        "publicationAction": "publish_new_weekly",
        "isCurrent": false
      },
      {
        "batchId": "psb_20260330_manual_active_150",
        "cohortKey": "manual-active-150",
        "label": "Manual Active 150 preview cohort",
        "publishedAt": "2026-03-30",
        "batchCompanyCount": 150,
        "supportCount": 148,
        "highestLeverageCount": 41,
        "supportShare": 0.9867,
        "highestLeverageShare": 0.2733,
        "weeklySlug": "2026-03-30-manual-active-150-decision-drift",
        "publicationAction": "publish_new_weekly",
        "isCurrent": false
      },
      {
        "batchId": "psb_20260326_curated_fifty",
        "cohortKey": "curated-fifty-preview",
        "label": "Current curated 50-company preview batch",
        "publishedAt": "2026-03-26",
        "batchCompanyCount": 50,
        "supportCount": 49,
        "highestLeverageCount": 14,
        "supportShare": 0.98,
        "highestLeverageShare": 0.28,
        "weeklySlug": "2026-03-26-curated-fifty-preview-decision-drift",
        "publicationAction": "publish_new_weekly",
        "isCurrent": false
      }
    ]
  },
  "sections": [
    {
      "title": "Angle",
      "body": "For these selected cases, the useful artifact is a concise review packet that maps product behavior to the buyer's security, legal, and operating questions."
    },
    {
      "title": "Diagnostic Questions",
      "bullets": [
        "Which trust artifact would unblock the next meeting: security posture, data-use language, approval workflow, or exception handling?",
        "Does the public product message match the legal and procurement language the buyer will review?",
        "Who owns human review, override rights, and rollout exceptions?"
      ]
    },
    {
      "title": "Patterns",
      "items": [
        {
          "title": "In selected cases, AI-enabled workflows intensified permission questions.",
          "body": "When software touched sensitive engineering or operational environments, buyers needed governance proof before treating the product as deployable."
        },
        {
          "title": "In selected cases, legal language shaped trust.",
          "body": "Buyers compared public product promises with policy and contract terms before allowing sensitive workflow access."
        },
        {
          "title": "In selected cases, data minimization made review easier to understand.",
          "body": "Architectures that reduced data movement or external storage gave security teams a narrower review surface."
        }
      ]
    }
  ],
  "related": {
    "weeklyMemos": [],
    "notes": [
      {
        "title": "Trust proof is deciding before product comparison",
        "canonicalUrl": "https://archive.citrusgate.com/notes/trust-proof-is-deciding-before-product-comparison",
        "markdownUrl": "https://archive.citrusgate.com/notes/trust-proof-is-deciding-before-product-comparison.md",
        "jsonUrl": "https://archive.citrusgate.com/api/public/notes/trust-proof-is-deciding-before-product-comparison.json",
        "summary": "Trust proof is shaping more early decisions than many teams realize. In the current 334-company cohort, 96 of 334 companies made it the main blocker, while 328 of 334 showed at least one public signal for it."
      }
    ]
  }
}