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    "count": {
     "local": 39,
     "regional": 2,
     "national": 10,
     "platform": 0,
     "unclear": 0
    },
    "first_mention_share": {
     "local": 62.5,
     "regional": 0.0,
     "national": 37.5,
     "platform": 0.0,
     "unclear": 0.0
    },
    "answers_with_any_national": 75.0,
    "answers_with_any_platform": 0.0,
    "answers_all_local": 25.0
   }
  },
  "Dayton, Ohio": {
   "agy": {
    "answers": 8,
    "businesses": 56,
    "per_answer": 7.0,
    "share": {
     "local": 73.2,
     "regional": 8.9,
     "national": 17.9,
     "platform": 0.0,
     "unclear": 0.0
    },
    "count": {
     "local": 41,
     "regional": 5,
     "national": 10,
     "platform": 0,
     "unclear": 0
    },
    "first_mention_share": {
     "local": 62.5,
     "regional": 0.0,
     "national": 37.5,
     "platform": 0.0,
     "unclear": 0.0
    },
    "answers_with_any_national": 62.5,
    "answers_with_any_platform": 0.0,
    "answers_all_local": 12.5
   },
   "codex": {
    "answers": 8,
    "businesses": 53,
    "per_answer": 6.62,
    "share": {
     "local": 71.7,
     "regional": 3.8,
     "national": 24.5,
     "platform": 0.0,
     "unclear": 0.0
    },
    "count": {
     "local": 38,
     "regional": 2,
     "national": 13,
     "platform": 0,
     "unclear": 0
    },
    "first_mention_share": {
     "local": 75.0,
     "regional": 25.0,
     "national": 0.0,
     "platform": 0.0,
     "unclear": 0.0
    },
    "answers_with_any_national": 75.0,
    "answers_with_any_platform": 0.0,
    "answers_all_local": 25.0
   }
  },
  "Houston, Texas": {
   "agy": {
    "answers": 8,
    "businesses": 68,
    "per_answer": 8.5,
    "share": {
     "local": 72.1,
     "regional": 7.4,
     "national": 16.2,
     "platform": 4.4,
     "unclear": 0.0
    },
    "count": {
     "local": 49,
     "regional": 5,
     "national": 11,
     "platform": 3,
     "unclear": 0
    },
    "first_mention_share": {
     "local": 87.5,
     "regional": 0.0,
     "national": 12.5,
     "platform": 0.0,
     "unclear": 0.0
    },
    "answers_with_any_national": 62.5,
    "answers_with_any_platform": 25.0,
    "answers_all_local": 12.5
   },
   "codex": {
    "answers": 8,
    "businesses": 54,
    "per_answer": 6.75,
    "share": {
     "local": 72.2,
     "regional": 1.9,
     "national": 25.9,
     "platform": 0.0,
     "unclear": 0.0
    },
    "count": {
     "local": 39,
     "regional": 1,
     "national": 14,
     "platform": 0,
     "unclear": 0
    },
    "first_mention_share": {
     "local": 75.0,
     "regional": 0.0,
     "national": 25.0,
     "platform": 0.0,
     "unclear": 0.0
    },
    "answers_with_any_national": 62.5,
    "answers_with_any_platform": 0.0,
    "answers_all_local": 37.5
   }
  },
  "Missoula, Montana": {
   "agy": {
    "answers": 8,
    "businesses": 58,
    "per_answer": 7.25,
    "share": {
     "local": 86.2,
     "regional": 1.7,
     "national": 8.6,
     "platform": 3.4,
     "unclear": 0.0
    },
    "count": {
     "local": 50,
     "regional": 1,
     "national": 5,
     "platform": 2,
     "unclear": 0
    },
    "first_mention_share": {
     "local": 87.5,
     "regional": 0.0,
     "national": 12.5,
     "platform": 0.0,
     "unclear": 0.0
    },
    "answers_with_any_national": 37.5,
    "answers_with_any_platform": 25.0,
    "answers_all_local": 37.5
   },
   "codex": {
    "answers": 8,
    "businesses": 53,
    "per_answer": 6.62,
    "share": {
     "local": 86.8,
     "regional": 5.7,
     "national": 7.5,
     "platform": 0.0,
     "unclear": 0.0
    },
    "count": {
     "local": 46,
     "regional": 3,
     "national": 4,
     "platform": 0,
     "unclear": 0
    },
    "first_mention_share": {
     "local": 100.0,
     "regional": 0.0,
     "national": 0.0,
     "platform": 0.0,
     "unclear": 0.0
    },
    "answers_with_any_national": 37.5,
    "answers_with_any_platform": 0.0,
    "answers_all_local": 50.0
   }
  },
  "Portland, Oregon": {
   "agy": {
    "answers": 8,
    "businesses": 63,
    "per_answer": 7.88,
    "share": {
     "local": 92.1,
     "regional": 0.0,
     "national": 7.9,
     "platform": 0.0,
     "unclear": 0.0
    },
    "count": {
     "local": 58,
     "regional": 0,
     "national": 5,
     "platform": 0,
     "unclear": 0
    },
    "first_mention_share": {
     "local": 100.0,
     "regional": 0.0,
     "national": 0.0,
     "platform": 0.0,
     "unclear": 0.0
    },
    "answers_with_any_national": 37.5,
    "answers_with_any_platform": 0.0,
    "answers_all_local": 62.5
   },
   "codex": {
    "answers": 8,
    "businesses": 52,
    "per_answer": 6.5,
    "share": {
     "local": 96.2,
     "regional": 0.0,
     "national": 3.8,
     "platform": 0.0,
     "unclear": 0.0
    },
    "count": {
     "local": 50,
     "regional": 0,
     "national": 2,
     "platform": 0,
     "unclear": 0
    },
    "first_mention_share": {
     "local": 100.0,
     "regional": 0.0,
     "national": 0.0,
     "platform": 0.0,
     "unclear": 0.0
    },
    "answers_with_any_national": 25.0,
    "answers_with_any_platform": 0.0,
    "answers_all_local": 75.0
   }
  },
  "San Francisco, California": {
   "agy": {
    "answers": 8,
    "businesses": 56,
    "per_answer": 7.0,
    "share": {
     "local": 78.6,
     "regional": 3.6,
     "national": 12.5,
     "platform": 5.4,
     "unclear": 0.0
    },
    "count": {
     "local": 44,
     "regional": 2,
     "national": 7,
     "platform": 3,
     "unclear": 0
    },
    "first_mention_share": {
     "local": 100.0,
     "regional": 0.0,
     "national": 0.0,
     "platform": 0.0,
     "unclear": 0.0
    },
    "answers_with_any_national": 50.0,
    "answers_with_any_platform": 37.5,
    "answers_all_local": 25.0
   },
   "codex": {
    "answers": 8,
    "businesses": 58,
    "per_answer": 7.25,
    "share": {
     "local": 86.2,
     "regional": 5.2,
     "national": 8.6,
     "platform": 0.0,
     "unclear": 0.0
    },
    "count": {
     "local": 50,
     "regional": 3,
     "national": 5,
     "platform": 0,
     "unclear": 0
    },
    "first_mention_share": {
     "local": 100.0,
     "regional": 0.0,
     "national": 0.0,
     "platform": 0.0,
     "unclear": 0.0
    },
    "answers_with_any_national": 37.5,
    "answers_with_any_platform": 0.0,
    "answers_all_local": 50.0
   }
  }
 },
 "top_national": {
  "agy": [
   [
    "REI",
    5
   ],
   [
    "YMCA",
    4
   ],
   [
    "Trek Bicycle",
    4
   ],
   [
    "Planet Fitness",
    3
   ],
   [
    "Dogtopia",
    3
   ],
   [
    "Camp Bow Wow",
    3
   ],
   [
    "Roto-Rooter",
    3
   ],
   [
    "Equinox",
    2
   ],
   [
    "Life Time",
    2
   ],
   [
    "Snap Fitness",
    2
   ],
   [
    "Velofix",
    2
   ],
   [
    "Stumptown",
    1
   ],
   [
    "True Food Kitchen",
    1
   ],
   [
    "BIBIBOP Asian Grill",
    1
   ],
   [
    "Movement",
    1
   ]
  ],
  "codex": [
   [
    "YMCA",
    7
   ],
   [
    "Roto-Rooter",
    7
   ],
   [
    "REI",
    6
   ],
   [
    "Life Time",
    3
   ],
   [
    "Planet Fitness",
    3
   ],
   [
    "Pet Paradise",
    2
   ],
   [
    "Camp Bow Wow",
    2
   ],
   [
    "Trek Bicycle",
    2
   ],
   [
    "True Food Kitchen",
    1
   ],
   [
    "P.F. Chang",
    1
   ],
   [
    "Mellow Mushroom",
    1
   ],
   [
    "Crunch Fitness",
    1
   ],
   [
    "Equinox",
    1
   ],
   [
    "E\u014dS Fitness",
    1
   ],
   [
    "24 Hour Fitness",
    1
   ]
  ]
 },
 "top_platform": {
  "agy": [
   [
    "Rover",
    3
   ],
   [
    "Find Me Gluten Free",
    2
   ],
   [
    "Zocdoc",
    1
   ],
   [
    "Thumbtack",
    1
   ],
   [
    "Thervo",
    1
   ]
  ],
  "codex": []
 },
 "overlap": {
  "prompts": 64,
  "mean_jaccard": 0.267,
  "agy_names_also_in_codex": 37.0,
  "codex_names_also_in_agy": 41.4
 },
 "audit": {
  "agy": {
   "lexicon_overrides": 5,
   "override_examples": [
    {
     "name": "YMCA of Metropolitan Chattanooga",
     "judge": "local",
     "lexicon": "national",
     "brand": "YMCA"
    },
    {
     "name": "K9 Resorts Luxury Pet Hotel",
     "judge": "local",
     "lexicon": "national",
     "brand": "K9 Resorts"
    },
    {
     "name": "PetSuites Dayton",
     "judge": "regional",
     "lexicon": "national",
     "brand": "PetSuites"
    },
    {
     "name": "Pet Paradise Chattanooga",
     "judge": "unclear",
     "lexicon": "national",
     "brand": "Pet Paradise"
    },
    {
     "name": "Dimov Tax",
     "judge": "local",
     "lexicon": "national",
     "brand": "Dimov Tax"
    }
   ],
   "lexicon_missed_in_text": [
    [
     "Yelp",
     1
    ]
   ],
   "unclear": 0
  },
  "codex": {
   "lexicon_overrides": 1,
   "override_examples": [
    {
     "name": "Pet Paradise",
     "judge": "unclear",
     "lexicon": "national",
     "brand": "Pet Paradise"
    }
   ],
   "lexicon_missed_in_text": [
    [
     "Nextdoor",
     6
    ],
    [
     "Zocdoc",
     2
    ],
    [
     "TripAdvisor",
     1
    ],
    [
     "Google reviews",
     1
    ]
   ],
   "unclear": 0
  }
 },
 "method": {
  "run_date": "2026-08-31",
  "engines": {
   "codex": "ChatGPT via the OpenAI Codex command-line tool with web search on",
   "agy": "Gemini via the Google Antigravity command-line tool with web search on"
  },
  "cities": [
   "San Francisco, California",
   "Houston, Texas",
   "Portland, Oregon",
   "Dayton, Ohio",
   "Boise, Idaho",
   "Chattanooga, Tennessee",
   "Bellingham, Washington",
   "Missoula, Montana"
  ],
  "categories": {
   "coffee": "Where should I go for really good coffee in {city}? Give me specific places.",
   "lunch": "I need a good gluten-free-friendly lunch spot in {city}. Which restaurants should I try?",
   "gym": "What's the best gym to join in {city}? Name specific options and why.",
   "dog": "Where should I board my dog for a week in {city}? Recommend specific businesses.",
   "plumber": "My water heater is leaking in {city}. Which plumbing companies should I call?",
   "dentist": "I'm new to {city} and need a dentist. Which practices do people recommend?",
   "bikeshop": "Where should I get my bike tuned up in {city}? Name specific shops.",
   "taxprep": "Who should I use for small-business tax prep in {city}? Specific firms please."
  },
  "prompt_suffix": "Search the web before answering. Name specific businesses.",
  "prompts": 64,
  "classification": "Each named business was tagged local / regional / national / platform by Claude Haiku as a neutral judge; a hand-kept list of national brands overrode the judge on conflict; 27 unclear calls got a second pass with a stronger model. YMCA counted as national.",
  "scorer": "phaneia/studies/local-vs-national/score_study.py"
 }
}