{
  "at": "2026-06-23T04:07:35.631Z",
  "connectors": [
    "arXiv public feed",
    "Hacker News Algolia API"
  ],
  "inputs": {
    "niche": "Marketing digital B2B",
    "icp": "fondateur / growth manager / freelance",
    "offer": "workflow IA de contenu marketing"
  },
  "signals": [
    {
      "source": "Hacker News",
      "title": "Show HN: Toffu – AI marketing agent that executes campaigns through chat",
      "url": "https://toffu.ai",
      "text": "Show HN: Toffu – AI marketing agent that executes campaigns through chat",
      "author": "orarbel1",
      "score": 75,
      "kind": "article"
    },
    {
      "source": "Hacker News",
      "title": "The AI Marketing BS Index",
      "url": "https://bastian.rieck.me/blog/2026/bs/",
      "text": "The AI Marketing BS Index",
      "author": "speckx",
      "score": 70,
      "kind": "article"
    },
    {
      "source": "Hacker News",
      "title": "Lessons Learned from 2 Years Marketing AI Bots",
      "url": "http://blog.talla.com/14-lessons-learned-from-2-years-of-marketing-enterprise-ai-bots-and-knowledge-bases-for-support-teams",
      "text": "Lessons Learned from 2 Years Marketing AI Bots",
      "author": "robmay",
      "score": 70,
      "kind": "article"
    },
    {
      "source": "Hacker News",
      "title": "Linus Torvalds: 90% of AI marketing is hype",
      "url": "https://www.theregister.com/2024/10/29/linus_torvalds_ai_hype/",
      "text": "Linus Torvalds: 90% of AI marketing is hype",
      "author": "Brajeshwar",
      "score": 70,
      "kind": "article"
    },
    {
      "source": "Hacker News",
      "title": "On “Powered by AI / ML” Marketing",
      "url": "https://nadh.in/blog/on-powered-by-ai-marketing/",
      "text": "On “Powered by AI / ML” Marketing",
      "author": "skulblock",
      "score": 70,
      "kind": "article"
    },
    {
      "source": "Hacker News",
      "title": "Show HN: Blaze – marketing AI tool for entrepreneurs",
      "url": "https://www.blaze.ai",
      "text": "Show HN: Blaze – marketing AI tool for entrepreneurs",
      "author": "atrain714",
      "score": 70,
      "kind": "article"
    },
    {
      "source": "Hacker News",
      "title": "Linus Torvalds: 90% of AI marketing is hype",
      "url": "https://www.theregister.com/2024/10/29/linus_torvalds_ai_hype/",
      "text": "Linus Torvalds: 90% of AI marketing is hype",
      "author": "pseudolus",
      "score": 70,
      "kind": "article"
    },
    {
      "source": "Hacker News",
      "title": "Show HN: AI Marketing Skills for Claude Code",
      "url": "https://github.com/superamped/ai-marketing-skills",
      "text": "Show HN: AI Marketing Skills for Claude Code",
      "author": "superamped",
      "score": 70,
      "kind": "article"
    }
  ],
  "chosen": {
    "source": "Hacker News",
    "title": "Show HN: Toffu – AI marketing agent that executes campaigns through chat",
    "url": "https://toffu.ai",
    "text": "Show HN: Toffu – AI marketing agent that executes campaigns through chat",
    "author": "orarbel1",
    "score": 75,
    "kind": "article"
  },
  "outputs": {
    "summary": "Run terminé: 8 articles exploitables, 2 connecteurs actifs, article choisi = Show HN: Toffu – AI marketing agent that executes campaigns through chat.",
    "hero": "Transformer l’article \"Show HN: Toffu – AI marketing agent that executes campaigns through chat\" en système marketing réutilisable",
    "post": "On a trouvé un article concret: Show HN: Toffu – AI marketing agent that executes campaigns through chat. Le workflow le transforme en angle, assets et plan de publication.",
    "email": "Lecture utile: Show HN: Toffu – AI marketing agent that executes campaigns through chat",
    "articleBrief": "Source: Hacker News — Auteur: orarbel1 — URL: https://toffu.ai",
    "carousel": [
      "1. Source: Hacker News",
      "2. Article: Show HN: Toffu – AI marketing agent that executes campaigns through chat",
      "3. Angle: Show HN: Toffu – AI marketing agent that executes campaigns ...",
      "4. Assets: post, email, hero, checklist",
      "5. Publish: queue + validation",
      "6. Learn: métriques de performance"
    ],
    "checklist": [
      "Lire l’article",
      "Extraire l’idée forte",
      "Adapter à son ICP",
      "Écrire le post",
      "Préparer la publication"
    ]
  },
  "publishQueue": [
    "Slack",
    "Notion",
    "Sheets",
    "Email",
    "Buffer-like"
  ],
  "metrics": [
    "CTR",
    "engagement",
    "replies",
    "saves",
    "watchtime"
  ]
}