{
  "apiVersion": "v1",
  "passage": {
    "id": "stripe-bake-off-two-engineers-same-integration-2026",
    "text": "we did a bake-off, two engineers completed the same integration task: add payment method support for a frontend-facing API. One engineer used vanilla Claude Code, while the other used Claude Code with a reusable set of prompts built from our prior experience. The difference was substantial: the vanilla setup required roughly 20 days of engineering effort, compared to 4 days when using the reusable prompts.",
    "context": null,
    "speaker": null,
    "speakerId": null,
    "speakerUrl": null,
    "speakerLevel": null,
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    "voice": "organization",
    "organization": "Stripe",
    "organizationId": "stripe",
    "organizationUrl": "https://the-ai-record.com/organizations/stripe",
    "aiVendor": false,
    "work": {
      "title": "Stripe's Payment Method Factory: Orchestrating agents for repeated, custom integrations",
      "type": "post",
      "date": "2026-09-30",
      "publisher": "Stripe Dot Dev Blog (stripe.dev); authors David Dunne, Xenofon Vourliotis and Sai Samant",
      "locator": "Hardened reusable 'one-shot' prompts",
      "url": "https://stripe.dev/blog/stripes-payment-method-factory-orchestrating-agents-for-repeated-custom-integrations"
    },
    "grade": "B",
    "gradeMeaning": "The organization's own post, paper or talk.",
    "verification": {
      "status": "verified",
      "meaning": "An independent second reader re-fetched the source and confirmed the wording.",
      "reviewedOn": "2026-11-08"
    },
    "topics": [
      "developer-productivity",
      "coding-agents"
    ],
    "functions": [
      "engineering"
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    "figures": [
      {
        "metric": "engineering-effort",
        "value": 20,
        "unit": "days",
        "period": "one bake-off task (post dated 2026-09-30)",
        "definition": "engineering effort for one integration task with vanilla Claude Code (roughly 20 days) versus Claude Code with reusable prompts (4 days)",
        "level": "human-approves"
      }
    ],
    "url": "https://the-ai-record.com/passages/stripe-bake-off-two-engineers-same-integration-2026",
    "json": "https://the-ai-record.com/api/v1/passages/stripe-bake-off-two-engineers-same-integration-2026.json"
  },
  "notice": [
    "Every passage is reproduced word for word from the cited source.",
    "Check the verification status: \"reported\" means not yet confirmed by an independent second reader.",
    "Organizations flagged aiVendor sell AI tools or services and have a reason to publish flattering numbers.",
    "An empty result means the archive holds nothing on it, not that nobody has said anything."
  ]
}