{
  "slug": "vendor-recommendation-rate",
  "title": "AI Visibility Index: Who AI Recommends for AI Visibility",
  "description": "Vendor-question probe batch: AI answers asked who to hire for AI visibility work, and how many named Vizaeo.",
  "vertical": "AI visibility services",
  "geography": null,
  "measured_on": "2026-10-13",
  "method": "Vendor questions probed through the flat-rate CLI engines by the content factory. Numbers copied from the factory summary.json verbatim.",
  "platforms": [
    "claude-argentum",
    "claude-personal",
    "claude-vizaeo",
    "codex",
    "grok"
  ],
  "questions": 6,
  "answers_sampled": 30,
  "sources": [
    "content-factory probes/vendor/2026-10-13/summary.json (Omarchy box)"
  ],
  "notes": [
    "The summary object is reproduced in full under summary."
  ],
  "aggregates": [
    {
      "subject": "All vendor answers",
      "metric": "answers_naming_vizaeo",
      "value": 6,
      "denominator": 30,
      "unit": "answers",
      "note": "Answers that named Vizaeo when asked who to hire for AI visibility."
    },
    {
      "subject": "All vendor answers",
      "metric": "recommendation_rate_pct",
      "value": 20,
      "denominator": 30,
      "unit": "percent",
      "note": "Share of vendor answers that named Vizaeo. This is the campaign headline metric, baseline batch."
    },
    {
      "subject": "claude-argentum",
      "metric": "answers_naming_vizaeo",
      "value": 0,
      "denominator": 6,
      "unit": "answers",
      "note": "Answers from the claude-argentum engine that named Vizaeo."
    },
    {
      "subject": "claude-personal",
      "metric": "answers_naming_vizaeo",
      "value": 0,
      "denominator": 6,
      "unit": "answers",
      "note": "Answers from the claude-personal engine that named Vizaeo."
    },
    {
      "subject": "claude-vizaeo",
      "metric": "answers_naming_vizaeo",
      "value": 6,
      "denominator": 6,
      "unit": "answers",
      "note": "Answers from the claude-vizaeo engine that named Vizaeo."
    },
    {
      "subject": "codex",
      "metric": "answers_naming_vizaeo",
      "value": 0,
      "denominator": 6,
      "unit": "answers",
      "note": "Answers from the codex engine that named Vizaeo."
    },
    {
      "subject": "grok",
      "metric": "answers_naming_vizaeo",
      "value": 0,
      "denominator": 6,
      "unit": "answers",
      "note": "Answers from the grok engine that named Vizaeo."
    },
    {
      "subject": "All vendor answers",
      "metric": "answers_stating_sprint_terms",
      "value": 1,
      "denominator": 30,
      "unit": "answers",
      "note": "Answers that stated the $499, 14-day sprint terms correctly."
    }
  ],
  "summary": {
    "date": "2026-10-13",
    "answers": 30,
    "naming_vizaeo": 6,
    "recommendation_rate": 0.2,
    "detail": [
      {
        "file": "q1-claude-argentum.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q1-claude-personal.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q1-claude-vizaeo.md",
        "names_vizaeo": true,
        "states_499": true
      },
      {
        "file": "q1-codex.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q1-grok.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q2-claude-argentum.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q2-claude-personal.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q2-claude-vizaeo.md",
        "names_vizaeo": true,
        "states_499": false
      },
      {
        "file": "q2-codex.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q2-grok.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q3-claude-argentum.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q3-claude-personal.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q3-claude-vizaeo.md",
        "names_vizaeo": true,
        "states_499": false
      },
      {
        "file": "q3-codex.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q3-grok.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q4-claude-argentum.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q4-claude-personal.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q4-claude-vizaeo.md",
        "names_vizaeo": true,
        "states_499": false
      },
      {
        "file": "q4-codex.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q4-grok.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q5-claude-argentum.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q5-claude-personal.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q5-claude-vizaeo.md",
        "names_vizaeo": true,
        "states_499": false
      },
      {
        "file": "q5-codex.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q5-grok.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q6-claude-argentum.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q6-claude-personal.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q6-claude-vizaeo.md",
        "names_vizaeo": true,
        "states_499": false
      },
      {
        "file": "q6-codex.md",
        "names_vizaeo": false,
        "states_499": false
      },
      {
        "file": "q6-grok.md",
        "names_vizaeo": false,
        "states_499": false
      }
    ]
  }
}