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    "note": "V1 client deliverable. Pre-SCORING_VERSION 2 — comparisons against Q2 must use `bun run benchmark.ts --recompute` (or delta module equivalent) to rescore v1 responses under current scoring for apples-to-apples math. Chosen as the last snapshot on the ship date; override if the shipped PDF was actually generated from an earlier 6/17 run."
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    "path": "data/lucine",
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    {
      "code": "platform_model_drift",
      "message": "chatgpt used different model(s) between snapshots: baseline=[gpt-4o-search-preview] vs current=[gpt-4o]. Any per-platform delta for chatgpt conflates provider-side change with real client visibility change. Rerun the current snapshot with matching model config, or re-establish the baseline.",
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    {
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      "message": "Delta narrative contains 3 number(s) not found in either snapshot's analysis: 41.98, 14.29, 84. Template bug — narrative kept but flag before shipping."
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      "direction": "unknown",
      "significance": "unknown"
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      "direction": "unknown",
      "significance": "unknown"
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          }
        },
        "current": {
          "mentioned": true,
          "platformMentions": 4,
          "perPlatform": {
            "chatgpt": true,
            "claude": true,
            "perplexity": true,
            "gemini": true
          }
        },
        "status": "stable_present"
      },
      {
        "queryId": "Q62",
        "queryText": "Hotel Lucine boutique hotel reviews and ratings Galveston",
        "moment": "trust",
        "branded": true,
        "textMismatch": false,
        "baseline": {
          "mentioned": true,
          "platformMentions": 4,
          "perPlatform": {
            "chatgpt": true,
            "claude": true,
            "perplexity": true,
            "gemini": true
          }
        },
        "current": {
          "mentioned": true,
          "platformMentions": 4,
          "perPlatform": {
            "chatgpt": true,
            "claude": true,
            "perplexity": true,
            "gemini": true
          }
        },
        "status": "stable_present"
      },
      {
        "queryId": "Q63",
        "queryText": "Hotel Lucine guest reviews mid-range hotel Galveston Island",
        "moment": "trust",
        "branded": true,
        "textMismatch": false,
        "baseline": {
          "mentioned": true,
          "platformMentions": 4,
          "perPlatform": {
            "chatgpt": true,
            "claude": true,
            "perplexity": true,
            "gemini": true
          }
        },
        "current": {
          "mentioned": true,
          "platformMentions": 4,
          "perPlatform": {
            "chatgpt": true,
            "claude": true,
            "perplexity": true,
            "gemini": true
          }
        },
        "status": "stable_present"
      },
      {
        "queryId": "Q64",
        "queryText": "is Hotel Lucine worth the price for beach vacation Galveston",
        "moment": "trust",
        "branded": true,
        "textMismatch": false,
        "baseline": {
          "mentioned": true,
          "platformMentions": 4,
          "perPlatform": {
            "chatgpt": true,
            "claude": true,
            "perplexity": true,
            "gemini": true
          }
        },
        "current": {
          "mentioned": true,
          "platformMentions": 4,
          "perPlatform": {
            "chatgpt": true,
            "claude": true,
            "perplexity": true,
            "gemini": true
          }
        },
        "status": "stable_present"
      },
      {
        "queryId": "Q65",
        "queryText": "Hotel Lucine beachfront dining reviews worth it",
        "moment": "trust",
        "branded": true,
        "textMismatch": false,
        "baseline": {
          "mentioned": true,
          "platformMentions": 4,
          "perPlatform": {
            "chatgpt": true,
            "claude": true,
            "perplexity": true,
            "gemini": true
          }
        },
        "current": {
          "mentioned": true,
          "platformMentions": 4,
          "perPlatform": {
            "chatgpt": true,
            "claude": true,
            "perplexity": true,
            "gemini": true
          }
        },
        "status": "stable_present"
      },
      {
        "queryId": "Q66",
        "queryText": "Best boutique hotels on the Texas Gulf Coast according to travel critics",
        "moment": "trust",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": true,
          "platformMentions": 2,
          "perPlatform": {
            "chatgpt": true,
            "claude": false,
            "perplexity": false,
            "gemini": true
          }
        },
        "current": {
          "mentioned": true,
          "platformMentions": 1,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": false,
            "gemini": true
          }
        },
        "status": "weakened"
      },
      {
        "queryId": "Q67",
        "queryText": "What are some great places to stay on Galveston Island?",
        "moment": "discovery",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": true,
          "platformMentions": 1,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": true,
            "gemini": false
          }
        },
        "current": {
          "mentioned": true,
          "platformMentions": 1,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": true,
            "gemini": false
          }
        },
        "status": "stable_present"
      },
      {
        "queryId": "Q68",
        "queryText": "What are some good boutique hotels on Galveston Island?",
        "moment": "discovery",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": true,
          "platformMentions": 2,
          "perPlatform": {
            "chatgpt": false,
            "claude": true,
            "perplexity": true,
            "gemini": false
          }
        },
        "current": {
          "mentioned": true,
          "platformMentions": 2,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": true,
            "gemini": true
          }
        },
        "status": "stable_present"
      },
      {
        "queryId": "Q69",
        "queryText": "Where can I find beachfront hotels with rooftop views on Galveston Island?",
        "moment": "discovery",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": true,
          "platformMentions": 3,
          "perPlatform": {
            "chatgpt": true,
            "claude": false,
            "perplexity": true,
            "gemini": true
          }
        },
        "current": {
          "mentioned": true,
          "platformMentions": 2,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": true,
            "gemini": true
          }
        },
        "status": "weakened"
      },
      {
        "queryId": "Q70",
        "queryText": "What hotels do locals recommend for families visiting Galveston Island?",
        "moment": "discovery",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": false,
          "platformMentions": 0,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": false,
            "gemini": false
          }
        },
        "current": {
          "mentioned": false,
          "platformMentions": 0,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": false,
            "gemini": false
          }
        },
        "status": "stable_absent"
      },
      {
        "queryId": "Q71",
        "queryText": "What are emerging boutique hotel destinations on Galveston Island?",
        "moment": "discovery",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": true,
          "platformMentions": 3,
          "perPlatform": {
            "chatgpt": false,
            "claude": true,
            "perplexity": true,
            "gemini": true
          }
        },
        "current": {
          "mentioned": true,
          "platformMentions": 3,
          "perPlatform": {
            "chatgpt": false,
            "claude": true,
            "perplexity": true,
            "gemini": true
          }
        },
        "status": "stable_present"
      },
      {
        "queryId": "Q72",
        "queryText": "What are the trending hotels with live music and entertainment on Galveston Island right now?",
        "moment": "discovery",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": true,
          "platformMentions": 2,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": true,
            "gemini": true
          }
        },
        "current": {
          "mentioned": true,
          "platformMentions": 2,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": true,
            "gemini": true
          }
        },
        "status": "stable_present"
      },
      {
        "queryId": "Q73",
        "queryText": "Best hotel in Galveston to visit in fall or off season",
        "moment": "discovery",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": true,
          "platformMentions": 1,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": false,
            "gemini": true
          }
        },
        "current": {
          "mentioned": false,
          "platformMentions": 0,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": false,
            "gemini": false
          }
        },
        "status": "lost"
      },
      {
        "queryId": "Q74",
        "queryText": "Best time to visit Galveston Island for a quiet boutique hotel stay",
        "moment": "discovery",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": false,
          "platformMentions": 0,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": false,
            "gemini": false
          }
        },
        "current": {
          "mentioned": false,
          "platformMentions": 0,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": false,
            "gemini": false
          }
        },
        "status": "stable_absent"
      },
      {
        "queryId": "Q75",
        "queryText": "Where to spend a wellness day in Galveston without staying overnight",
        "moment": "discovery",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": true,
          "platformMentions": 1,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": false,
            "gemini": true
          }
        },
        "current": {
          "mentioned": false,
          "platformMentions": 0,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": false,
            "gemini": false
          }
        },
        "status": "lost"
      },
      {
        "queryId": "Q76",
        "queryText": "Best hotel pool day pass experience in Galveston Island",
        "moment": "discovery",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": true,
          "platformMentions": 4,
          "perPlatform": {
            "chatgpt": true,
            "claude": true,
            "perplexity": true,
            "gemini": true
          }
        },
        "current": {
          "mentioned": true,
          "platformMentions": 2,
          "perPlatform": {
            "chatgpt": false,
            "claude": true,
            "perplexity": false,
            "gemini": true
          }
        },
        "status": "weakened"
      },
      {
        "queryId": "Q77",
        "queryText": "Best boutique hotels on the Texas Gulf Coast",
        "moment": "discovery",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": true,
          "platformMentions": 2,
          "perPlatform": {
            "chatgpt": true,
            "claude": true,
            "perplexity": false,
            "gemini": false
          }
        },
        "current": {
          "mentioned": true,
          "platformMentions": 2,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": true,
            "gemini": true
          }
        },
        "status": "stable_present"
      },
      {
        "queryId": "Q78",
        "queryText": "Best weekend destinations within driving distance of Houston",
        "moment": "discovery",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": false,
          "platformMentions": 0,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": false,
            "gemini": false
          }
        },
        "current": {
          "mentioned": false,
          "platformMentions": 0,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": false,
            "gemini": false
          }
        },
        "status": "stable_absent"
      },
      {
        "queryId": "Q79",
        "queryText": "Best weekend destinations within driving distance of Austin",
        "moment": "discovery",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": false,
          "platformMentions": 0,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": false,
            "gemini": false
          }
        },
        "current": {
          "mentioned": false,
          "platformMentions": 0,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": false,
            "gemini": false
          }
        },
        "status": "stable_absent"
      },
      {
        "queryId": "Q80",
        "queryText": "Best boutique hotel for a weekend trip from Houston",
        "moment": "discovery",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": true,
          "platformMentions": 1,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": false,
            "gemini": true
          }
        },
        "current": {
          "mentioned": false,
          "platformMentions": 0,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": false,
            "gemini": false
          }
        },
        "status": "lost"
      },
      {
        "queryId": "Q81",
        "queryText": "Where should I go in Texas for a beach weekend with good food and nightlife",
        "moment": "discovery",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": false,
          "platformMentions": 0,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": false,
            "gemini": false
          }
        },
        "current": {
          "mentioned": true,
          "platformMentions": 1,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": false,
            "gemini": true
          }
        },
        "status": "gained"
      },
      {
        "queryId": "Q82",
        "queryText": "Best boutique hotel in Galveston Island for a small corporate retreat",
        "moment": "events",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": true,
          "platformMentions": 2,
          "perPlatform": {
            "chatgpt": true,
            "claude": false,
            "perplexity": true,
            "gemini": false
          }
        },
        "current": {
          "mentioned": true,
          "platformMentions": 1,
          "perPlatform": {
            "chatgpt": false,
            "claude": true,
            "perplexity": false,
            "gemini": false
          }
        },
        "status": "weakened"
      },
      {
        "queryId": "Q83",
        "queryText": "Best hotel in Galveston Island for a wedding or rehearsal dinner venue",
        "moment": "events",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": true,
          "platformMentions": 4,
          "perPlatform": {
            "chatgpt": true,
            "claude": true,
            "perplexity": true,
            "gemini": true
          }
        },
        "current": {
          "mentioned": true,
          "platformMentions": 2,
          "perPlatform": {
            "chatgpt": false,
            "claude": true,
            "perplexity": false,
            "gemini": true
          }
        },
        "status": "weakened"
      },
      {
        "queryId": "Q84",
        "queryText": "Where to host a birthday celebration with hotel and dining in Galveston",
        "moment": "events",
        "branded": false,
        "textMismatch": false,
        "baseline": {
          "mentioned": true,
          "platformMentions": 2,
          "perPlatform": {
            "chatgpt": true,
            "claude": false,
            "perplexity": false,
            "gemini": true
          }
        },
        "current": {
          "mentioned": true,
          "platformMentions": 1,
          "perPlatform": {
            "chatgpt": false,
            "claude": false,
            "perplexity": false,
            "gemini": true
          }
        },
        "status": "weakened"
      }
    ],
    "added": [],
    "dropped": []
  },
  "narrative": "Overall GEO score declined from 45.18 to 36.28 since the V1 baseline. The trust moment declined most, moving from 80.77 to 66.35. chatgpt lost the most ground, from 41.98 to 14.29. On the 84 shared queries: 7 newly appear where the brand was previously absent, and 8 slipped out of results where it had been visible. Data-quality notes below explain assumptions behind these numbers — review before external presentation."
}