{
 "slug": "pleasanton-oil-change",
 "url": "https://namebeam.ai/pleasanton-oil-change",
 "prompt_verbatim": "Where is the best place to get an oil change in Pleasanton CA?",
 "market": "Pleasanton CA",
 "niche": "oil change shops",
 "window": [
  "2026-08-26",
  "2026-10-11"
 ],
 "generated": "2026-10-12",
 "repo": "https://github.com/mrcrtr1979-droid/namebeam-visibility-index/tree/main/corpus/e1",
 "note": "businesses_named lists classified business names found in the verbatim answer (names seen in at least 2 answers of this prompt were classified). Raw rows are in the repo file named in \"file\"; sha256 is of that file.",
 "name_forms": {
  "Autohaus Pleasanton": {
   "Autohaus Pleasanton": 2
  },
  "Autotron Service Center": {
   "Autotron Service Center": 2
  },
  "Autoworks of Pleasanton": {
   "Autoworks of Pleasanton": 3
  },
  "Big Brand Tire & Service": {
   "Big Brand Tire": 3,
   "Big Brand Tire & Service": 3
  },
  "Big O Tires": {
   "Big O Tires": 29
  },
  "East Bay BMW": {
   "East Bay BMW": 4
  },
  "Ed's Automotive & Light Truck Repair": {
   "Ed's Automotive & Light Truck Repair": 4
  },
  "Edge Motorworks": {
   "Edge Motorworks": 3
  },
  "Firestone Complete Auto Care": {
   "Firestone Complete Auto Care": 6
  },
  "Harry's Auto Repair": {
   "Harry's Auto Repair": 3
  },
  "Hopyard Auto Repair": {
   "Hopyard Auto Repair": 2
  },
  "Jiffy Lube": {
   "Jiffy Lube": 37
  },
  "Know Your Oil Type": {
   "Know Your Oil Type": 2
  },
  "Lexus of Pleasanton": {
   "Lexus of Pleasanton": 5
  },
  "Mercedes-Benz of Pleasanton": {
   "Mercedes-Benz of Pleasanton": 2
  },
  "Oil Changers": {
   "Oil Changers": 2
  },
  "Old Town Auto Care": {
   "Old Town Auto Care": 16
  },
  "Pep Boys": {
   "Pep Boys": 8,
   "Pep Boys. They": 1
  },
  "Pleasanton Auto Care": {
   "Pleasanton Auto Care": 9
  },
  "Pleasanton Auto Mall": {
   "Pleasanton Auto Mall": 2
  },
  "Pleasanton Auto Repair": {
   "Pleasanton Auto Repair": 5
  },
  "Pleasanton Automotive": {
   "Pleasanton Automotive": 2
  },
  "Precision Auto Repair": {
   "Precision Auto Repair": 15
  },
  "Pro Tip": {
   "Pro Tip": 3
  },
  "SpeeDee Oil Change & Auto Service": {
   "SpeeDee": 13,
   "SpeeDee Oil Change & Auto Service": 38,
   "SpeeDee on Mission Dr": 8,
   "SpeeDee Oil Change, 44 Mission Dr": 1,
   "SpeeDee Oil Change": 1
  },
  "Tire Choice Auto Service Centers": {
   "Tire Choice Auto Service Centers": 20,
   "Tire Choice": 2
  },
  "Tri-Valley Auto Repair": {
   "Tri-Valley Auto Repair": 4
  },
  "Valvoline": {
   "Valvoline": 11
  },
  "Valvoline Instant Oil Change": {
   "Valvoline Instant Oil Change": 37
  },
  "Walmart Auto Care Center": {
   "Walmart Auto Care Center": 12,
   "Walmart Auto Care": 2,
   "Walmart Auto Care Centers": 2,
   "Walmart Auto Care Center, Rosewood Drive": 1
  },
  "Wheel Works": {
   "Wheel Works": 2
  },
  "YourMechanic": {
   "YourMechanic": 8
  }
 },
 "rows": [
  {
   "check_id": "NB-CZ-API_2026-08-26_segment_oil_change_pleasanton_anthropic",
   "date": "2026-08-26",
   "engine": "anthropic",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-26_segment_oil_change_pleasanton_anthropic.json",
   "sha256": "4706c3d80f8dcce9081c4a36b0c8abbd3b74db1132b7e9ea56a3ec2cebf96732",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-26_segment_oil_change_pleasanton_gemini",
   "date": "2026-08-26",
   "engine": "gemini",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-26_segment_oil_change_pleasanton_gemini.json",
   "sha256": "5baa0c650752f5beab786c3db9ce8b10f4a183194613ca01833c131e8fe6a3de",
   "businesses_named": [
    "Autohaus Pleasanton",
    "Edge Motorworks",
    "Pleasanton Auto Care",
    "Precision Auto Repair",
    "SpeeDee Oil Change & Auto Service",
    "Tri-Valley Auto Repair",
    "Valvoline",
    "Valvoline Instant Oil Change"
   ]
  },
  {
   "check_id": "NB-CZ-SERP_2026-08-26_segment_oil_change_pleasanton",
   "date": "2026-08-26",
   "engine": "google_serp",
   "channel": "serp",
   "status": "OK",
   "file": "NB-CZ-SERP_2026-08-26_segment_oil_change_pleasanton.json",
   "sha256": "1894472fa0a388c6d0ec9d20cbc13e98629609d0dd8a9e82004bbfd0e0405d3b",
   "businesses_named": null
  },
  {
   "check_id": "NB-CZ-API_2026-08-26_segment_oil_change_pleasanton_openai",
   "date": "2026-08-26",
   "engine": "openai",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-26_segment_oil_change_pleasanton_openai.json",
   "sha256": "af3f374cac010c01cb941e93d2c9635e460e8ae8c3a77797b36af3f27f48581a",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-26_segment_oil_change_pleasanton_perplexity",
   "date": "2026-08-26",
   "engine": "perplexity",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-26_segment_oil_change_pleasanton_perplexity.json",
   "sha256": "38eb46044576d6ad1c28e567684a9c163e14a25c54f8cb0a1972597bcff3c39e",
   "businesses_named": [
    "Big O Tires",
    "Harry's Auto Repair",
    "Oil Changers",
    "Old Town Auto Care",
    "SpeeDee Oil Change & Auto Service"
   ]
  },
  {
   "check_id": "NB-CZ-API_2026-08-27_segment_oil_change_pleasanton_anthropic",
   "date": "2026-08-27",
   "engine": "anthropic",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-27_segment_oil_change_pleasanton_anthropic.json",
   "sha256": "fd8b2699a424bd77551f63d9b7e61e54223bcabf03ae238a74ad685335bf339d",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-27_segment_oil_change_pleasanton_gemini",
   "date": "2026-08-27",
   "engine": "gemini",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-27_segment_oil_change_pleasanton_gemini.json",
   "sha256": "c115554b711b7663a86bc2e52fd812d1e1172fcd107c0519283311c5ae5b6ab8",
   "businesses_named": [
    "Firestone Complete Auto Care",
    "Lexus of Pleasanton",
    "Mercedes-Benz of Pleasanton",
    "Pleasanton Auto Care",
    "Precision Auto Repair",
    "Pro Tip",
    "Valvoline",
    "Valvoline Instant Oil Change"
   ]
  },
  {
   "check_id": "NB-CZ-SERP_2026-08-27_segment_oil_change_pleasanton",
   "date": "2026-08-27",
   "engine": "google_serp",
   "channel": "serp",
   "status": "EXTRACTION_FAILED",
   "file": "NB-CZ-SERP_2026-08-27_segment_oil_change_pleasanton.json",
   "sha256": "ddca4f37092a04edd6981a4693da0911809aa1cecf40a34b4a27dd6da3b7e6fc",
   "businesses_named": null
  },
  {
   "check_id": "NB-CZ-API_2026-08-27_segment_oil_change_pleasanton_openai",
   "date": "2026-08-27",
   "engine": "openai",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-27_segment_oil_change_pleasanton_openai.json",
   "sha256": "39d779c506b2e38b196fabef921a09932ec27acafe43fbc632bb217a9756ff0b",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-27_segment_oil_change_pleasanton_perplexity",
   "date": "2026-08-27",
   "engine": "perplexity",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-27_segment_oil_change_pleasanton_perplexity.json",
   "sha256": "b8df4d23fafec4e6828b38fdf86caf14e86f9f75e6c933e2fd3845a9f3c6090c",
   "businesses_named": [
    "Harry's Auto Repair",
    "Old Town Auto Care",
    "SpeeDee Oil Change & Auto Service"
   ]
  },
  {
   "check_id": "NB-CZ-API_2026-08-28_segment_oil_change_pleasanton_anthropic",
   "date": "2026-08-28",
   "engine": "anthropic",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-28_segment_oil_change_pleasanton_anthropic.json",
   "sha256": "b80586313acd9e83df26550ced982105b5a2464dd384cd432886e16d4e9ac083",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-28_segment_oil_change_pleasanton_gemini",
   "date": "2026-08-28",
   "engine": "gemini",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-28_segment_oil_change_pleasanton_gemini.json",
   "sha256": "122554b5f2f71df838af642767a249be52c7d25068283c72c286a21470787b0a",
   "businesses_named": [
    "Pleasanton Auto Repair",
    "Precision Auto Repair",
    "Pro Tip",
    "SpeeDee Oil Change & Auto Service",
    "Valvoline",
    "Valvoline Instant Oil Change"
   ]
  },
  {
   "check_id": "NB-CZ-SERP_2026-08-28_segment_oil_change_pleasanton",
   "date": "2026-08-28",
   "engine": "google_serp",
   "channel": "serp",
   "status": "EXTRACTION_FAILED",
   "file": "NB-CZ-SERP_2026-08-28_segment_oil_change_pleasanton.json",
   "sha256": "939f22d8d16afe2a7804bbde3fa4bad9cba6f3888576de9a5e0b4f179d9e28a5",
   "businesses_named": null
  },
  {
   "check_id": "NB-CZ-API_2026-08-28_segment_oil_change_pleasanton_openai",
   "date": "2026-08-28",
   "engine": "openai",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-28_segment_oil_change_pleasanton_openai.json",
   "sha256": "445615bd2c9cfeb7637b2340a2cdaba758bce1628c3263ad7cf1064208167337",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-28_segment_oil_change_pleasanton_perplexity",
   "date": "2026-08-28",
   "engine": "perplexity",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-28_segment_oil_change_pleasanton_perplexity.json",
   "sha256": "1aaa7e51c4fd6b34bea2d49ebce678ea8ec025d87e3acd5b5bb63a025a3b6733",
   "businesses_named": [
    "Big O Tires",
    "Harry's Auto Repair",
    "Old Town Auto Care",
    "SpeeDee Oil Change & Auto Service"
   ]
  },
  {
   "check_id": "NB-CZ-API_2026-08-29_segment_oil_change_pleasanton_anthropic",
   "date": "2026-08-29",
   "engine": "anthropic",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-29_segment_oil_change_pleasanton_anthropic.json",
   "sha256": "0286e796cf7d2bb48eabcd427f4295e5ce48ae4b9b8f632d7ab84abfc099c1b0",
   "businesses_named": []
  },
  {
   "check_id": "NB-CZ-API_2026-08-29_segment_oil_change_pleasanton_gemini",
   "date": "2026-08-29",
   "engine": "gemini",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-29_segment_oil_change_pleasanton_gemini.json",
   "sha256": "e120b9015838b91a66d4a0783cd9aaef974550cd1467f34583d7ce587abd1470",
   "businesses_named": [
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    "Know Your Oil Type",
    "Lexus of Pleasanton",
    "Pleasanton Automotive",
    "Precision Auto Repair",
    "SpeeDee Oil Change & Auto Service",
    "Valvoline Instant Oil Change"
   ]
  },
  {
   "check_id": "NB-CZ-SERP_2026-08-29_segment_oil_change_pleasanton",
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   "engine": "google_serp",
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   "status": "EXTRACTION_FAILED",
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   "engine": "openai",
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   "status": "OK",
   "file": "NB-CZ-API_2026-08-29_segment_oil_change_pleasanton_openai.json",
   "sha256": "92ccffa569dbf46fb20c6b47341b0bbde6446c2145451b73814e4fa854e0a0a1",
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   "engine": "perplexity",
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   "status": "OK",
   "file": "NB-CZ-API_2026-08-29_segment_oil_change_pleasanton_perplexity.json",
   "sha256": "fb6a05486c671c0730d7fd8874b820fd1f991c100bd88614092a964e0c1ce1f4",
   "businesses_named": [
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   ]
  },
  {
   "check_id": "NB-CZ-API_2026-08-30_segment_oil_change_pleasanton_anthropic",
   "date": "2026-08-30",
   "engine": "anthropic",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-30_segment_oil_change_pleasanton_anthropic.json",
   "sha256": "6bcca81209fad169e158643f3a500134504062d948b29a8577e51daf34fb13b7",
   "businesses_named": []
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  {
   "check_id": "NB-CZ-API_2026-08-30_segment_oil_change_pleasanton_gemini",
   "date": "2026-08-30",
   "engine": "gemini",
   "channel": "api",
   "status": "QUOTA_BLOCKED",
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   "engine": "google_serp",
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   "engine": "openai",
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   "status": "OK",
   "file": "NB-CZ-API_2026-08-30_segment_oil_change_pleasanton_openai.json",
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   "engine": "perplexity",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-30_segment_oil_change_pleasanton_perplexity.json",
   "sha256": "85477cc971155095a6e57bff5406a3360c27d9551a46315dff40efdd2b5428c5",
   "businesses_named": [
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    "Old Town Auto Care",
    "SpeeDee Oil Change & Auto Service"
   ]
  },
  {
   "check_id": "NB-CZ-API_2026-08-31_segment_oil_change_pleasanton_anthropic",
   "date": "2026-08-31",
   "engine": "anthropic",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-31_segment_oil_change_pleasanton_anthropic.json",
   "sha256": "3f7252f43f5f2d0646257c7ac48d4822b21e097887b2369f04bb37895e2021d6",
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   "date": "2026-08-31",
   "engine": "gemini",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-08-31_segment_oil_change_pleasanton_gemini.json",
   "sha256": "dfe04adc4126ee3cb81aac195e7a653a470b7358da0af6ef658ebe0bf4c66ffa",
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    "Pleasanton Auto Repair",
    "Precision Auto Repair",
    "Valvoline",
    "Valvoline Instant Oil Change"
   ]
  },
  {
   "check_id": "NB-CZ-SERP_2026-08-31_segment_oil_change_pleasanton",
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   "engine": "google_serp",
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   "status": "OK",
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   "sha256": "cae66fc66b9bc7fae89ca6d0aea8259f484bb268ff5486b509c91211f311fa9f",
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   "date": "2026-09-01",
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   "status": "OK",
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   "engine": "gemini",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-09-01_segment_oil_change_pleasanton_gemini.json",
   "sha256": "62fc6d58c3bb82727fa01cebe9d0b37ee741dbc10c6b475ff67c641126560e82",
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    "Valvoline Instant Oil Change"
   ]
  },
  {
   "check_id": "NB-CZ-SERP_2026-09-01_segment_oil_change_pleasanton",
   "date": "2026-09-01",
   "engine": "google_serp",
   "channel": "serp",
   "status": "EXTRACTION_FAILED",
   "file": "NB-CZ-SERP_2026-09-01_segment_oil_change_pleasanton.json",
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   "date": "2026-09-01",
   "engine": "openai",
   "channel": "api",
   "status": "OK",
   "file": "NB-CZ-API_2026-09-01_segment_oil_change_pleasanton_openai.json",
   "sha256": "c6f860e2f7b0bb8d74dde0b77956b08d3b947dd3a11c08d7bd602673235e46d1",
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   "date": "2026-09-01",
   "engine": "perplexity",
   "channel": "api",
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