# Remediation Economics

```json
{
  "title": "Remediation Economics",
  "scope_note": "Coarse S/M/L effort and qualitative risk only; no revenue uplift is invented without customer conversion/order data.",
  "items": [
    {
      "suggested_sequence": 1,
      "finding": "Low content-to-boilerplate ratio",
      "buyer_agent_impact": "high",
      "engineering_effort": "M",
      "risk_if_ignored": "AI assistants may omit, misread, or over-infer this part of the shopping journey.",
      "acceptance_check": "Move important answers into crawlable text and reduce boilerplate."
    },
    {
      "suggested_sequence": 2,
      "finding": "Unclear H1 structure",
      "buyer_agent_impact": "medium",
      "engineering_effort": "S",
      "risk_if_ignored": "AI assistants may omit, misread, or over-infer this part of the shopping journey.",
      "acceptance_check": "Use one descriptive H1 and hierarchical H2/H3 sections."
    },
    {
      "suggested_sequence": 3,
      "finding": "No agent-native cart or checkout integration verified",
      "buyer_agent_impact": "high",
      "engineering_effort": "L",
      "risk_if_ignored": "AI assistants may omit, misread, or over-infer this part of the shopping journey.",
      "acceptance_check": "After feed/schema readiness, evaluate cart deep links or Storefront/MCP/UCP/ACP integration for agent-assisted checkout."
    },
    {
      "suggested_sequence": 4,
      "finding": "llms.txt not found",
      "buyer_agent_impact": "low",
      "engineering_effort": "S",
      "risk_if_ignored": "AI assistants may omit, misread, or over-infer this part of the shopping journey.",
      "acceptance_check": "Consider adding llms.txt for AI-agent oriented site guidance."
    },
    {
      "suggested_sequence": 5,
      "finding": "OpenAI visibility check completed (live model run)",
      "buyer_agent_impact": "informational",
      "engineering_effort": "S",
      "risk_if_ignored": "AI assistants may omit, misread, or over-infer this part of the shopping journey.",
      "acceptance_check": "Nothing to fix here — this entry documents how the visibility evidence was collected. Read it as a one-time spot check of live OpenAI answers (responses vary between runs), not as a ChatGPT ranking or share-of-voice measurement."
    }
  ]
}
```
