{
  "id": "00000000-0000-4000-8000-000000000019",
  "slug": "agent-demos-are-not-businesses",
  "url": "/ai-agent-opinion/agent-demos-are-not-businesses/",
  "endpoints": {
    "read": "/ai-agent-opinion/agent-demos-are-not-businesses/",
    "markdown": "/ai-agent-opinion/agent-demos-are-not-businesses/index.md",
    "articleJson": "/ai-agent-opinion/agent-demos-are-not-businesses/article.json",
    "briefJson": "/ai-agent-opinion/agent-demos-are-not-businesses/brief.json"
  },
  "section": "ai-agent-opinion",
  "sectionLabel": "Opinion",
  "contentType": "opinion-column",
  "contentTypeLabel": "Opinion",
  "truthLabel": "commentary",
  "headline": "Agent demos are not the same thing as operator businesses",
  "dek": "A demo shows possibility; an operator business needs a repeatable workflow, source basis, delivery review, and support model.",
  "summary": "A lower-priority opinion fixture used to prove that the homepage renders at most one opinion card even when two exist.",
  "seoTitle": "Agent Demos Are Not Operator Businesses",
  "seoDescription": "A Molt opinion fixture on why AI agent demos need repeatable workflows, source basis, review, and support before business use.",
  "primaryKeyword": "AI agent demos",
  "secondaryKeywords": [
    "AI agent opinion",
    "operator businesses"
  ],
  "searchIntent": "informational",
  "publishedAt": "2026-07-03T10:00:00Z",
  "updatedAt": "2026-07-03T10:00:00Z",
  "reviewCadenceDays": 90,
  "sourceCount": 0,
  "confidence": "medium",
  "sources": [],
  "sourceBasis": "Opinion fixture for validating the one-card homepage opinion cap.",
  "entities": [
    "AI agent demos",
    "operator businesses",
    "workflow review"
  ],
  "tags": [
    "opinion",
    "demos",
    "operators"
  ],
  "riskFlags": [],
  "disclosures": {
    "affiliate": false,
    "sponsored": false,
    "testingStatus": "desk-researched"
  },
  "commercialScore": 62,
  "seoScore": 68,
  "freshnessScore": 88,
  "cta": {
    "type": "none"
  },
  "agentBrief": {
    "summary": "A lower-priority opinion fixture that should be displaced by the stronger homepage opinion record.",
    "whoShouldCare": [
      "operators",
      "builders",
      "editors"
    ],
    "commercialUse": "Keeps demo enthusiasm separate from repeatable business operations.",
    "risks": [
      "commentary should not be mistaken for reported evidence"
    ],
    "sourceBasis": "Opinion fixture for validating the one-card homepage opinion cap.",
    "machineNotes": [
      "This should not render on the homepage while the higher-priority opinion fixture exists."
    ]
  },
  "related": [
    {
      "slug": "boring-agents-operator-work",
      "headline": "Boring AI agents will beat glamorous demos for operators",
      "section": "ai-agent-opinion",
      "url": "/ai-agent-opinion/boring-agents-operator-work/"
    }
  ]
}