{
  "id": 14701054,
  "title": "The AI Demo Worked. Here’s What Production Will Ask For.",
  "url": "https://urgent.news/2026/10/15/the-ai-demo-worked-heres-what-production-will-ask-for",
  "topic": "ai",
  "section": "AI",
  "published": "2026-10-15T13:12:40.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/rwaltzsoftware/the-ai-demo-worked-heres-what-production-will-ask-for-1njk"
  },
  "original_language": "en",
  "account": "The AI demo showcased the potential of an innovative system; however, production will have different demands. Production will require the product to work consistently and reliably with real-world data, maintain the same behavior despite updates, protect data access rights, ensure security against attacks, and comply with regulations. The AI must also be built to handle large volumes of data and transactions, with appropriate cost considerations. It is crucial to own the development and ensure the product is built to last. While a demo can be a helpful starting point, building a fully functional, production-ready AI system requires careful planning and a focus on real-world requirements.",
  "summary": "The Demo Answered a Different Question Almost every AI initiative has a moment where the demo lands. The assistant answers the question, the extraction pulls the right fields, the agent completes the task. The room is convinced. Then the project stalls somewhere between that meeting and a system people rely on every day. This usually isn’t because the demo was misleading. A demo answers “Can this…",
  "key_points": [
    "Production requires consistent, reliable performance with real-world data",
    "Must maintain behavior during updates, protect data access rights",
    "Needs to comply with regulations, handle large data volumes"
  ],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}