{
  "id": "signal-weavist-2026-09-17-045817",
  "metadata": {
    "publicationType": "curated-public-excerpt",
    "publisher": "WEAVIST AI",
    "relationship": "first-party self-assessment",
    "startedAt": "2026-09-16T20:58:17.684Z",
    "durationMs": 68349,
    "engine": "SIGNAL Expert v2",
    "releaseMode": "invited-demo",
    "reportMode": "expert-complete",
    "requestHash": "b54fce7d304726f68710bfcda712e4dd1fa89fef1230b530e001cacacf7fe7bd"
  },
  "inputs": {
    "url": "https://weavist.ai",
    "queries": [
      {
        "text": "AI visibility diagnostic tool",
        "locale": "en-US",
        "market": "US",
        "intent": "commercial"
      },
      {
        "text": "How to evaluate AI search readiness for a public website without installing plugins",
        "locale": "en-US",
        "market": "US",
        "intent": "commercial"
      },
      {
        "text": "Top AI visibility diagnostic platforms for web marketing teams",
        "locale": "en-US",
        "market": "US",
        "intent": "commercial"
      },
      {
        "text": "Is GEO readiness diagnostic analysis worth implementing for public site content",
        "locale": "en-US",
        "market": "US",
        "intent": "commercial"
      },
      {
        "text": "How to turn AI discovery audit recommendations into developer actionable tasks",
        "locale": "en-US",
        "market": "US",
        "intent": "commercial"
      }
    ],
    "queryFamily": {
      "seed": {
        "text": "AI visibility diagnostic tool",
        "locale": "en-US",
        "market": "US",
        "intent": "commercial"
      },
      "variants": [
        {
          "text": "How to evaluate AI search readiness for a public website without installing plugins",
          "locale": "en-US",
          "market": "US",
          "intent": "commercial"
        },
        {
          "text": "Top AI visibility diagnostic platforms for web marketing teams",
          "locale": "en-US",
          "market": "US",
          "intent": "commercial"
        },
        {
          "text": "Is GEO readiness diagnostic analysis worth implementing for public site content",
          "locale": "en-US",
          "market": "US",
          "intent": "commercial"
        },
        {
          "text": "How to turn AI discovery audit recommendations into developer actionable tasks",
          "locale": "en-US",
          "market": "US",
          "intent": "commercial"
        }
      ],
      "constraints": [
        "Evaluate AI search readiness for a public website without installing plugins."
      ]
    },
    "targetEngines": [
      "google-aio",
      "chatgpt",
      "gemini"
    ],
    "keyPaths": [
      "/signal",
      "/spatial"
    ],
    "competitors": [
      "ziptie.dev",
      "otterly.ai",
      "peec.ai",
      "maxaeo.ai"
    ],
    "targetOutcome": "recommended"
  },
  "findings": {
    "scores": {
      "aio": 44,
      "geo": 39,
      "seo": 83
    },
    "scoreMaximum": 100,
    "observedSearchSample": {
      "method": "gemini-google-search-grounding",
      "planned": 5,
      "tested": 5,
      "found": 0
    }
  },
  "limitations": [
    "This is a dated first-party record, not an independent customer result or a live score.",
    "The assessment completed, but some continuation and independent-source evidence remained unverified. Completion does not mean every capability passed or that an unverified website feature is absent.",
    "Diagnostic estimates can vary between runs, including when questions and website content are unchanged. Review the cited evidence before treating a score difference as a website improvement or regression.",
    "The five searches used Gemini with Google Search grounding. The target-engine list is an input, not evidence of direct observations in every named product.",
    "Zero findings in this bounded sample does not establish absence from all searches or AI answers.",
    "Scores are diagnostic estimates, not measured rankings, traffic, qualified enquiries or ROI.",
    "The five original questions were preserved. Original draft-only constraints were not retained; the replay constraint restates the no-plugin question.",
    "The September 9 archive uses different questions and an earlier assessment mode; its scores are not a like-for-like comparison.",
    "This editorial excerpt is not an in-product export feature. Current source URLs do not reproduce the captured response bytes."
  ],
  "sources": [
    "https://weavist.ai/",
    "https://weavist.ai/signal/",
    "https://weavist.ai/spatial/",
    "https://weavist.ai/about/",
    "https://weavist.ai/contact/"
  ]
}