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Full transcript unavailable; no ordering or rating inferred."},{"url":"https://www.youtube.com/watch?v=0flOY79qX2A&t=1323s","label":"YouTube: 0flOY79qX2A","status":"Title indexed as “THINK I FOUND THE BEST WINGS IN ATL !!”; video/transcript blocked."},{"url":"https://www.youtube.com/watch?v=BTVZLSmS6YM","label":"YouTube: BTVZLSmS6YM","status":"No reliable transcript retrieved; unscored."},{"url":"https://www.youtube.com/watch?v=X1lJvZ1LqH4","label":"YouTube: X1lJvZ1LqH4","status":"No reliable transcript retrieved; unscored."}],"social":{"id":"atl-social-2026-09-15-pilot-2","asOf":"2026-09-15","cap":5,"defaultWeight":0,"channels":["google","youtube","x","news"],"provider":"Google indexed search; News vertical for news","coverage":"14 complete restaurants; 64 of 76 searches observed; 12 blocked across five incomplete restaurants. Collection conditions differ between batches.","scope":"Food-related brand visibility, including owned pages and metropolitan branches. This is not branch-specific wing quality.","protocol":"At most five primary linked result headings in rendered order for the disclosed quoted restaurant name plus Atlanta wings, with no date filter. The original collection used unique headings and confirmed nonpersonalized results in Atlanta. The team requested pws=0 but did not confirm personalization; loaded searches reported DuPage County, Illinois. Team audit decisions are retained, including rejected headings. Three Dollar Cafe YouTube includes duplicate headings within its five-position sample; Jamal’s X includes Google’s unquoted fallback. Inspect identity and food context; exclude unresolved matches, X profiles and unrelated venues. Deduplicate Google/news by publisher, YouTube by video ID and X by post ID. Remove specialized-channel URLs from Google. Sources and channels are not independent.","formula":"Each complete channel scores 100 × matched units / 5; visibility is the mean of four channels. Counts are a bounded findability sample, not total indexed pages, searches, people, views or platform posts.","missingPolicy":"An incomplete four-channel snapshot receives no measured social score. In an optional comparison, carry its pre-social evidence score forward as an explicit modeling assumption; do not use zero or a guessed hit count. Social defaults to 0% while coverage is incomplete.","limitations":["Search ranking, exact names, query wording, indexing and collection date affect this small nonrandom sample.","Some Google and news results repeat reviews or cultural coverage used elsewhere. Owned content, promotions and controversy can increase visibility.","Only indexed watch URLs and indexed X posts were sampled. Private, deleted and unindexed material, Shorts and platform-native totals are outside coverage.","No Google query-volume, YouTube total-view, X total-post or complete news hit counts were obtained.","For reference only, Google displayed about 1,830,000 results for the Local query. This unstable, ambiguous estimate is excluded from scoring.","The two collection batches used different search locations, and team personalization was unconfirmed. Complete four-channel coverage does not establish comparable sampling conditions.","Three Dollar Cafe YouTube used five headings containing only two distinct videos; duplicate headings were not replaced. Jamal’s X returned unquoted fallback results after no quoted matches.","The team attachment is reported observational evidence. Import validation checks structure, identities, queries and arithmetic; it does not independently reproduce the historical results."],"previousSnapshotId":"atl-social-2026-09-15-pilot-1","mergedAt":"2026-09-15T14:09:41Z","batches":[{"id":"original-2026-09-15","observedAt":"2026-09-15","observedSearches":49,"searchLocation":"Atlanta, Georgia, reported by Google","personalization":"Google footer reported results were not personalized","source":"Original WingMath browser collection; exact per-query timestamps and rejected snippets were not retained."},{"id":"team-2026-09-15","observedAt":"2026-09-15","observedSearches":15,"blockedSearches":12,"searchLocation":"DuPage County, Illinois from IP when SERP loaded","personalization":"pws=0 requested; Google account/personalization not confirmed","source":"User-supplied team snapshot; query strings, counts and audit decisions checked on import. Search pages were not independently re-created.","sourceFile":"ATL10_remaining_visibility_2026-09-15.json","sourceSha256":"b9837c3673ceafd371808a944e549b88297f8ba1090573a5cf5fd1d74a1814a0"}],"defaultBatchId":"original-2026-09-15","corrections":[{"field":"team.gapReport","reported":"13 of 27 blocked","corrected":"12 of 27 blocked","basis":"The 27 row-level records contain 15 observed and 12 blocked, agreeing with the numeric summary fields."}],"coverageCounts":{"restaurants":19,"completeRestaurants":14,"incompleteRestaurants":5,"totalSearches":76,"observedSearches":64,"blockedSearches":12,"acceptedLinks":175},"searches":[{"restaurant":"local","platform":"google","query":"\"The Local\" Atlanta 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wings","queryUrl":"https://www.google.com/search?q=%22Pit+Boss+BBQ%22+Atlanta+wings&peek_pws=0","status":"observed","sampled":5,"results":[{"position":1,"url":"https://www.pitboss-bbq.com/"},{"position":2,"url":"https://www.pitboss-bbq.com/items/smoked-wings"},{"position":3,"url":"https://www.pitboss-bbq.com/menu"},{"position":4,"url":"https://www.yelp.com/biz/pit-boss-bbq-hapeville"},{"position":5,"url":"https://order.online/store/pit-boss-bbq-26181250"}]},{"restaurant":"pit","platform":"youtube","query":"\"Pit Boss BBQ\" Atlanta wings site:youtube.com/watch","queryUrl":"https://www.google.com/search?q=%22Pit+Boss+BBQ%22+Atlanta+wings+site%3Ayoutube.com%2Fwatch&peek_pws=0","status":"observed","sampled":5,"results":[{"position":1,"url":"https://www.youtube.com/watch?v=ewUeaK_cZBE"},{"position":2,"url":"https://www.youtube.com/watch?v=vPKz06U23-Y"},{"position":3,"url":"https://m.youtube.com/watch?v=iIo45WYOAds"},{"position":4,"url":"https://www.youtube.com/watch?v=ceYa3b2z1IQ"}]},{"restaurant":"pit","platform":"x","query":"\"Pit Boss BBQ\" Atlanta wings (site:x.com OR site:twitter.com)","queryUrl":"https://www.google.com/search?q=%22Pit+Boss+BBQ%22+Atlanta+wings+%28site%3Ax.com+OR+site%3Atwitter.com%29&peek_pws=0","status":"observed","sampled":1,"results":[]},{"restaurant":"pit","platform":"news","query":"\"Pit Boss BBQ\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22Pit+Boss+BBQ%22+Atlanta+wings&tbm=nws&peek_pws=0","status":"observed","sampled":5,"results":[]},{"restaurant":"nam","platform":"google","query":"\"Nam Phuong\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22Nam+Phuong%22+Atlanta+wings&peek_pws=0","status":"observed","sampled":5,"results":[{"position":1,"url":"https://namphuongga.com/"},{"position":2,"url":"https://www.yelp.com/biz/nam-phuong-atlanta"},{"position":3,"url":"https://www.tripadvisor.com/Restaurant_Review-g60898-d2387483-Reviews-or15-Nam_Phuong-Atlanta_Georgia.html"},{"position":4,"url":"https://www.facebook.com/NamPhuongRestaurant/posts/hello-atlanta-why-must-try-nam-phuongs-fried-chicken-wings-because-theyre-crispy/863163059104955/"},{"position":5,"url":"https://www.youtube.com/watch?v=-TYdwUJ0E3E"}]},{"restaurant":"nam","platform":"youtube","query":"\"Nam Phuong\" Atlanta wings site:youtube.com/watch","queryUrl":"https://www.google.com/search?q=%22Nam+Phuong%22+Atlanta+wings+site%3Ayoutube.com%2Fwatch&peek_pws=0","status":"observed","sampled":2,"results":[{"position":1,"url":"https://www.youtube.com/watch?v=-TYdwUJ0E3E"}]},{"restaurant":"nam","platform":"x","query":"\"Nam Phuong\" Atlanta wings (site:x.com OR site:twitter.com)","queryUrl":"https://www.google.com/search?q=%22Nam+Phuong%22+Atlanta+wings+%28site%3Ax.com+OR+site%3Atwitter.com%29&peek_pws=0","status":"observed","sampled":0,"results":[]},{"restaurant":"nam","platform":"news","query":"\"Nam Phuong\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22Nam+Phuong%22+Atlanta+wings&tbm=nws&peek_pws=0","status":"observed","sampled":5,"results":[{"position":1,"url":"https://www.atlantanewsfirst.com/2026/01/13/2-atlanta-eateries-named-among-best-south-chicken-wings/"}]},{"restaurant":"heir","platform":"google","query":"\"Heirloom Market BBQ\" Atlanta 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site:youtube.com/watch","queryUrl":"https://www.google.com/search?q=%22Heirloom+Market+BBQ%22+Atlanta+wings+site%3Ayoutube.com%2Fwatch&peek_pws=0","status":"observed","sampled":5,"results":[{"position":2,"url":"https://www.youtube.com/watch?v=XNzJOPuypvk"},{"position":3,"url":"https://www.youtube.com/watch?v=EMnznXeTwSQ"},{"position":4,"url":"https://www.youtube.com/watch?v=d1bRfLk6kAE"},{"position":5,"url":"https://www.youtube.com/watch?v=KUGw3CBmzzM"}]},{"restaurant":"heir","platform":"x","query":"\"Heirloom Market BBQ\" Atlanta wings (site:x.com OR site:twitter.com)","queryUrl":"https://www.google.com/search?q=%22Heirloom+Market+BBQ%22+Atlanta+wings+%28site%3Ax.com+OR+site%3Atwitter.com%29&peek_pws=0","status":"observed","sampled":1,"results":[]},{"restaurant":"heir","platform":"news","query":"\"Heirloom Market BBQ\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22Heirloom+Market+BBQ%22+Atlanta+wings&tbm=nws&peek_pws=0","status":"observed","sampled":5,"results":[{"position":1,"url":"https://www.ajc.com/entertainment/dining/heirloom-market-streamlines-menu/3ESzolMwAsh1mnu5hEBK7M/"}]},{"restaurant":"sweet","platform":"google","query":"\"Sweet Auburn BBQ\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22Sweet+Auburn+BBQ%22+Atlanta+wings&peek_pws=0","status":"observed","sampled":5,"results":[{"position":1,"url":"https://www.sweetauburnbbq.com/"},{"position":2,"url":"https://www.sweetauburnbbq.com/events-1/wednesday-1-wings-2026-09-16-11-00-1"},{"position":3,"url":"https://www.yelp.com/biz/sweet-auburn-bbq-atlanta-3"},{"position":4,"url":"https://www.ubereats.com/store/sweet-auburn-bbq-virginia-highlands/q4efzTn-Rh-NZ-1P487yhQ"},{"position":5,"url":"https://www.tripadvisor.com/Restaurant_Review-g60898-d7705115-Reviews-Sweet_Auburn_BBQ-Atlanta_Georgia.html"}]},{"restaurant":"sweet","platform":"youtube","query":"\"Sweet Auburn BBQ\" Atlanta wings site:youtube.com/watch","queryUrl":"https://www.google.com/search?q=%22Sweet+Auburn+BBQ%22+Atlanta+wings+site%3Ayoutube.com%2Fwatch&peek_pws=0","status":"observed","sampled":4,"results":[{"position":1,"url":"https://www.youtube.com/watch?v=d1bRfLk6kAE"},{"position":4,"url":"https://www.youtube.com/watch?v=M-6n8q92brk"}]},{"restaurant":"sweet","platform":"x","query":"\"Sweet Auburn BBQ\" Atlanta wings (site:x.com OR site:twitter.com)","queryUrl":"https://www.google.com/search?q=%22Sweet+Auburn+BBQ%22+Atlanta+wings+%28site%3Ax.com+OR+site%3Atwitter.com%29&peek_pws=0","status":"observed","sampled":1,"results":[]},{"restaurant":"sweet","platform":"news","query":"\"Sweet Auburn BBQ\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22Sweet+Auburn+BBQ%22+Atlanta+wings&tbm=nws&peek_pws=0","status":"observed","sampled":5,"results":[{"position":4,"url":"https://atlanta.eater.com/2020/4/20/21227992/sweet-auburn-bbq-food-truck-neighborhood-barbecue-delivery-covid19"}]},{"restaurant":"jamal","platform":"google","query":"\"Jamal's Buffalo Wings\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22Jamal%27s+Buffalo+Wings%22+Atlanta+wings&peek_pws=0","status":"observed","sampled":5,"results":[{"position":1,"url":"https://www.yelp.com/biz/jamals-buffalo-wings-atlanta"},{"position":2,"url":"https://jamalswings.com/"},{"position":3,"url":"https://www.ubereats.com/store/jamals-buffalo-wings/qV3GViFaQkSleA1YWQKdFw"},{"position":4,"url":"https://order.online/store/jamal's-buffalo-wings-atlanta-626083"},{"position":5,"url":"https://atlanta.eater.com/venue/52219/jamal-s-buffalo-wings"}]},{"observedAt":"2026-09-15T13:45:37Z","provider":"Google","personalization":"pws=0 requested; Google account/personalization not confirmed","searchLocation":"DuPage County, Illinois - From your IP address","audit":[{"position":1,"url":"https://www.youtube.com/watch?v=H-16QzCHsP4","title":"Keith Lee Parody - Da'One Seafood [Full Video]","decision":"rejected","reason":"Unrelated food business; visible title identifies Da'One Seafood, not Jamal's Buffalo Wings."},{"position":2,"url":"https://m.youtube.com/watch?v=RSFTN_iro7o","title":"Keith Lee Parody - Prince's Hot Chicken (Nashville, TN) [Part 2]","decision":"rejected","reason":"Unrelated food business; visible title identifies Prince's Hot Chicken in Nashville, not Jamal's Buffalo Wings."}],"notes":"Rendered Videos carousel supplied two primary headings; no Jamal identity match.","reportedMatchedUnits":0,"batchId":"team-2026-09-15","restaurant":"jamal","platform":"youtube","query":"\"Jamal's Buffalo Wings\" Atlanta wings site:youtube.com/watch","queryUrl":"https://www.google.com/search?q=%22Jamal%27s+Buffalo+Wings%22+Atlanta+wings+site%3Ayoutube.com%2Fwatch&pws=0&hl=en&gl=us&num=10","status":"observed","sampled":2,"results":[]},{"observedAt":"2026-09-15T13:45:55Z","provider":"Google","personalization":"pws=0 requested; Google account/personalization not confirmed","searchLocation":"DuPage County, Illinois - From your IP address","audit":[{"position":1,"url":"https://x.com/SchiavoneTony","title":"Faux Tony Schiavone (@SchiavoneTony) ...","decision":"rejected","reason":"Unrelated X profile page; no visible Jamal's Buffalo Wings match."},{"position":2,"url":"https://x.com/MarcWatkinsEsq/all","title":"Marc Watkins ⚖️ (@MarcWatkinsEsq) ...","decision":"rejected","reason":"Unrelated X profile page; no visible Jamal's Buffalo Wings match."},{"position":3,"url":"https://x.com/catlanta","title":"Catlanta","decision":"rejected","reason":"Unrelated X profile page; no visible Jamal's Buffalo Wings match."},{"position":4,"url":"https://x.com/ButlerBets/with_replies?lang=ca","title":"Respostes de Ryan Butler (@ButlerBets) ...","decision":"rejected","reason":"Unrelated X profile/replies page; no visible Jamal's Buffalo Wings match."},{"position":5,"url":"https://x.com/SWAIM_CORP/status/1660323787567689729?lang=bn","title":"X-এ Michael Swaim went to bsky","decision":"rejected","reason":"Unrelated X post; visible heading does not identify Jamal's Buffalo Wings."}],"notes":"Google reported no quoted matches and displayed fallback unquoted web results; first five primary X-linked headings were inspected.","reportedMatchedUnits":0,"batchId":"team-2026-09-15","qualityFlags":["unquoted-fallback-results"],"restaurant":"jamal","platform":"x","query":"\"Jamal's Buffalo Wings\" Atlanta wings (site:x.com OR site:twitter.com)","queryUrl":"https://www.google.com/search?q=%22Jamal%27s+Buffalo+Wings%22+Atlanta+wings+%28site%3Ax.com+OR+site%3Atwitter.com%29&pws=0&hl=en&gl=us&num=10","status":"observed","sampled":5,"results":[]},{"observedAt":"2026-09-15T13:46:08Z","provider":"Google","personalization":"pws=0 requested; Google account/personalization not confirmed","searchLocation":"DuPage County, Illinois - From your IP address","audit":[{"position":1,"url":"https://www.atlantamagazine.com/dining-news/jamals-buffalo-wings-reopening-new-larger-location/","title":"Jamal’s Buffalo Wings reopening in a new, larger location","decision":"accepted","reason":"Visible title and snippet explicitly identify the Atlanta food business."},{"position":2,"url":"https://atlanta.eater.com/maps/best-chicken-wings-atlanta","title":"The Best Wings in Atlanta, Lemon Pepper Wet and Then Some","decision":"rejected","reason":"Generic wings guide; visible metadata does not identify Jamal's Buffalo Wings."},{"position":3,"url":"https://www.ajc.com/the-a-list/winner-these-are-the-best-wings-in-metro-atlanta/VU6Q7CNBKBCCFIJWSGZEFHRWKE/","title":"WINNER: These are the best wings in metro Atlanta","decision":"rejected","reason":"Generic wings article; visible metadata does not identify Jamal's Buffalo Wings."},{"position":4,"url":"https://www.thrillist.com/eat/atlanta/best-chicken-wings-in-atlanta/3968609","title":"Where to Get the 9 Best Chicken Wings in the ATL Right Now","decision":"rejected","reason":"Generic wings guide; visible metadata does not identify Jamal's Buffalo Wings."},{"position":5,"url":"https://creativeloafing.com/100-dishes-to-eat-in-atlanta-2019","title":"100 Dishes to Eat in Atlanta","decision":"rejected","reason":"Generic Atlanta dining guide; visible metadata does not identify Jamal's Buffalo Wings."}],"notes":"News tab (tbm=nws) rendered; first five publishers were distinct.","reportedMatchedUnits":1,"batchId":"team-2026-09-15","restaurant":"jamal","platform":"news","query":"\"Jamal's Buffalo Wings\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22Jamal%27s+Buffalo+Wings%22+Atlanta+wings&pws=0&hl=en&gl=us&num=10&tbm=nws","status":"observed","sampled":5,"results":[{"position":1,"url":"https://www.atlantamagazine.com/dining-news/jamals-buffalo-wings-reopening-new-larger-location/"}]},{"observedAt":"2026-09-15T13:46:31Z","provider":"Google","personalization":"pws=0 requested; Google account/personalization not confirmed","searchLocation":"DuPage County, Illinois - From your IP address","audit":[{"position":1,"url":"https://www.rukiskitchen.com/","title":"Ruki's Kitchen","decision":"accepted","reason":"Official business site; visible heading identifies Ruki's Kitchen."},{"position":2,"url":"https://www.instagram.com/rukiskitchenatl/?hl=en","title":"Ruki's Kitchen (@rukiskitchenatl)","decision":"accepted","reason":"Visible business profile name/handle identifies Ruki's Kitchen."},{"position":3,"url":"https://www.atlantamagazine.com/dining-news/rukis-kitchen-brings-ethiopian-cuisine-and-lemon-pepper-wings/","title":"Ruki's Kitchen brings Ethiopian cuisine and... lemon-pepper wings?","decision":"accepted","reason":"Visible title identifies the food business and wings; Atlanta Magazine publisher is metro-relevant."},{"position":4,"url":"https://www.yelp.com/biz/rukis-kitchen-atlanta-2","title":"Ruki's Kitchen - Restaurant Reviews","decision":"accepted","reason":"Visible title and Atlanta business URL identify the restaurant."},{"position":5,"url":"https://www.tiktok.com/@_cookingwithfifi_/video/7677368245644545287","title":"Berbere Wings & Ethiopian Comfort Food in Atlanta — Ruki's Kitchen","decision":"accepted","reason":"Visible title identifies Ruki's Kitchen, Atlanta, and wings."}],"notes":"AI Overview and local panel were excluded. Organic results indicate the referenced Peoplestown/1161 Ridge Ave SW business; accepted metro-related items, with no branch ambiguity visible in the first five.","reportedMatchedUnits":5,"batchId":"team-2026-09-15","restaurant":"ruki","platform":"google","query":"\"Ruki's Kitchen\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22Ruki%27s+Kitchen%22+Atlanta+wings&pws=0&hl=en&gl=us&num=10","status":"observed","sampled":5,"results":[{"position":1,"url":"https://www.rukiskitchen.com/"},{"position":2,"url":"https://www.instagram.com/rukiskitchenatl/?hl=en"},{"position":3,"url":"https://www.atlantamagazine.com/dining-news/rukis-kitchen-brings-ethiopian-cuisine-and-lemon-pepper-wings/"},{"position":4,"url":"https://www.yelp.com/biz/rukis-kitchen-atlanta-2"},{"position":5,"url":"https://www.tiktok.com/@_cookingwithfifi_/video/7677368245644545287"}]},{"observedAt":"2026-09-15T13:46:47Z","provider":"Google","personalization":"pws=0 requested; Google account/personalization not confirmed","searchLocation":"DuPage County, Illinois - From your IP address","audit":[],"notes":"Rendered Google page explicitly said no results found and the unquoted fallback also matched no documents; no organic headings appeared.","reportedMatchedUnits":0,"batchId":"team-2026-09-15","restaurant":"ruki","platform":"youtube","query":"\"Ruki's Kitchen\" Atlanta wings site:youtube.com/watch","queryUrl":"https://www.google.com/search?q=%22Ruki%27s+Kitchen%22+Atlanta+wings+site%3Ayoutube.com%2Fwatch&pws=0&hl=en&gl=us&num=10","status":"observed","sampled":0,"results":[]},{"observedAt":"2026-09-15T13:46:58Z","provider":"Google","personalization":"pws=0 requested; Google account/personalization not confirmed","searchLocation":"DuPage County, Illinois - From your IP address","audit":[],"notes":"Rendered Google page explicitly said no results found and the unquoted fallback also matched no documents; no organic headings appeared.","reportedMatchedUnits":0,"batchId":"team-2026-09-15","restaurant":"ruki","platform":"x","query":"\"Ruki's Kitchen\" Atlanta wings (site:x.com OR site:twitter.com)","queryUrl":"https://www.google.com/search?q=%22Ruki%27s+Kitchen%22+Atlanta+wings+%28site%3Ax.com+OR+site%3Atwitter.com%29&pws=0&hl=en&gl=us&num=10","status":"observed","sampled":0,"results":[]},{"observedAt":"2026-09-15T13:47:20Z","provider":"Google","personalization":"pws=0 requested; Google account/personalization not confirmed","searchLocation":"unknown (Google CAPTCHA page showed no location UI)","audit":[],"notes":"Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred.","reportedMatchedUnits":null,"batchId":"team-2026-09-15","restaurant":"ruki","platform":"news","query":"\"Ruki's Kitchen\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22Ruki%27s+Kitchen%22+Atlanta+wings&pws=0&hl=en&gl=us&num=10&tbm=nws","status":"blocked","sampled":null,"results":[]},{"observedAt":"2026-09-15T14:00:32Z","provider":"Google","personalization":"pws=0; hl=en; gl=us; num=10","searchLocation":"unknown (Google CAPTCHA page showed no location UI)","audit":[],"notes":"Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred. The reference branch address remains unresolved.","reportedMatchedUnits":null,"batchId":"team-2026-09-15","restaurant":"american","platform":"google","query":"\"American Deli\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22American+Deli%22+Atlanta+wings&pws=0&hl=en&gl=us&num=10","status":"blocked","sampled":null,"results":[]},{"observedAt":"2026-09-15T14:01:11Z","provider":"Google","personalization":"pws=0; hl=en; gl=us; num=10","searchLocation":"unknown (Google CAPTCHA page showed no location UI)","audit":[],"notes":"Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred. The reference branch address remains unresolved.","reportedMatchedUnits":null,"batchId":"team-2026-09-15","restaurant":"american","platform":"youtube","query":"\"American Deli\" Atlanta wings site:youtube.com/watch","queryUrl":"https://www.google.com/search?q=%22American+Deli%22+Atlanta+wings+site%3Ayoutube.com%2Fwatch&pws=0&hl=en&gl=us&num=10","status":"blocked","sampled":null,"results":[]},{"observedAt":"2026-09-15T14:01:47Z","provider":"Google","personalization":"pws=0; hl=en; gl=us; num=10","searchLocation":"unknown (Google CAPTCHA page showed no location UI)","audit":[],"notes":"Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred. The reference branch address remains unresolved.","reportedMatchedUnits":null,"batchId":"team-2026-09-15","restaurant":"american","platform":"x","query":"\"American Deli\" Atlanta wings (site:x.com OR site:twitter.com)","queryUrl":"https://www.google.com/search?q=%22American+Deli%22+Atlanta+wings+%28site%3Ax.com+OR+site%3Atwitter.com%29&pws=0&hl=en&gl=us&num=10","status":"blocked","sampled":null,"results":[]},{"observedAt":"2026-09-15T14:02:25Z","provider":"Google","personalization":"pws=0; hl=en; gl=us; num=10; tbm=nws","searchLocation":"unknown (Google CAPTCHA page showed no location UI)","audit":[],"notes":"Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred. The reference branch address remains unresolved.","reportedMatchedUnits":null,"batchId":"team-2026-09-15","restaurant":"american","platform":"news","query":"\"American Deli\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22American+Deli%22+Atlanta+wings&pws=0&hl=en&gl=us&num=10&tbm=nws","status":"blocked","sampled":null,"results":[]},{"observedAt":"2026-09-15T13:51:22.792Z","provider":"Google","personalization":"pws=0 requested; Google account/personalization not confirmed","searchLocation":"Atlanta, GA (top UI); footer: DuPage County, Illinois - From your IP address","audit":[{"position":1,"url":"https://www.threedollarcafe.com/","title":"Three Dollar Cafe: Atlanta's Best Wings and Sports Bar","decision":"accepted","reason":"Official Atlanta food-business result."},{"position":2,"url":"https://www.threedollarcafeatlanta.com/","title":"Three Dollar Cafe – Atlanta & Sandy Springs, GA","decision":"accepted","reason":"Named Atlanta-area business."},{"position":3,"url":"https://www.threedollarcafe.com/locations/","title":"Menu & Locations — Three Dollar Cafe","decision":"rejected","reason":"Duplicate publisher domain threedollarcafe.com; kept first occurrence. Recoded on merge."},{"position":4,"url":"https://www.threedollarcafe.com/menu/","title":"Menu — Three Dollar Cafe","decision":"rejected","reason":"Duplicate publisher domain threedollarcafe.com; kept first occurrence. Recoded on merge."},{"position":5,"url":"https://www.yelp.com/biz/three-dollar-cafe-atlanta-6","title":"THREE DOLLAR CAFE - 4600 Roswell Rd NE, Atlanta","decision":"accepted","reason":"Named Atlanta location."}],"notes":"Local UI showed Chastain, Chamblee, and Dunwoody locations; relocation/current-branch status unresolved. MERGE QA: google deduped by publisher domain.","reportedMatchedUnits":3,"batchId":"team-2026-09-15","restaurant":"three","platform":"google","query":"\"Three Dollar Cafe\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22Three+Dollar+Cafe%22+Atlanta+wings&pws=0&hl=en&gl=us&num=10","status":"observed","sampled":5,"results":[{"position":1,"url":"https://www.threedollarcafe.com/"},{"position":2,"url":"https://www.threedollarcafeatlanta.com/"},{"position":5,"url":"https://www.yelp.com/biz/three-dollar-cafe-atlanta-6"}]},{"observedAt":"2026-09-15T13:52:23.589Z","provider":"Google","personalization":"pws=0 requested; Google account/personalization not confirmed","searchLocation":"DuPage County, Illinois - From your IP address (footer)","audit":[{"position":1,"url":"https://www.youtube.com/watch?v=GFvbJ-dgseY","title":"Three Dollar Cafe 40th Birthday","decision":"accepted","reason":"Exact business; Atlanta wings context visible."},{"position":2,"url":"https://www.youtube.com/watch?v=L4rLOEt3vxE","title":"Three Dollar Cafe, Chamblee, Ga, New Owner and Manager","decision":"accepted","reason":"Named Atlanta-area location."},{"position":3,"url":"https://www.youtube.com/watch?v=GFvbJ-dgseY","title":"Three Dollar Cafe 40th Birthday","decision":"rejected","reason":"Duplicate YouTube video ID."},{"position":4,"url":"https://www.youtube.com/watch?v=L4rLOEt3vxE","title":"Three Dollar Cafe, Chamblee, Ga, New Owner and Manager","decision":"rejected","reason":"Duplicate YouTube video ID."},{"position":5,"url":"https://www.youtube.com/watch?v=L4rLOEt3vxE","title":"Three Dollar Cafe, Chamblee, Ga, New Owner and Manager - YouTube","decision":"rejected","reason":"Duplicate YouTube video ID."}],"notes":"Five reported headings contain only two distinct videos. Duplicate headings occupied three sample positions; no additional results were collected to replace them. This deviates from the original unique-heading protocol. Current location / relocation remains unresolved.","reportedMatchedUnits":2,"batchId":"team-2026-09-15","qualityFlags":["duplicate-headings-in-sample"],"restaurant":"three","platform":"youtube","query":"\"Three Dollar Cafe\" Atlanta wings site:youtube.com/watch","queryUrl":"https://www.google.com/search?q=%22Three+Dollar+Cafe%22+Atlanta+wings+site%3Ayoutube.com%2Fwatch&pws=0&hl=en&gl=us&num=10","status":"observed","sampled":5,"results":[{"position":1,"url":"https://www.youtube.com/watch?v=GFvbJ-dgseY"},{"position":2,"url":"https://www.youtube.com/watch?v=L4rLOEt3vxE"}]},{"observedAt":"2026-09-15T13:53:27.074Z","provider":"Google","personalization":"pws=0 requested; Google account/personalization not confirmed","searchLocation":"DuPage County, Illinois - From your IP address (footer)","audit":[{"position":1,"url":"https://x.com/ajc/status/1732218319346803108","title":"Atlanta Classics: With 10 Three Dollar Cafe locations around ...","decision":"accepted","reason":"AJC post identifies Atlanta business and wings."},{"position":2,"url":"https://x.com/threedollarcafe","title":"Three Dollar Cafe","decision":"rejected","reason":"X profile/replies page, not a post ID; protocol excludes profiles from the X sample. Recoded on merge."},{"position":3,"url":"https://x.com/chefgogolin/with_replies","title":"Replies by Michael Gogolin (@chefgogolin) / X","decision":"rejected","reason":"X profile/replies page, not a post ID; protocol excludes profiles from the X sample. Recoded on merge."},{"position":4,"url":"https://x.com/bellavista_7/status/2091883941590376591?lang=ar","title":"Bella on X: Atlanta twitter brief trip...","decision":"accepted","reason":"Post names Three Dollar Cafe as an Atlanta favorite."},{"position":5,"url":"https://x.com/nancywilfong?lang=ar","title":"Nancy Wilfong (@nancywilfong) / X","decision":"rejected","reason":"X profile/replies page, not a post ID; protocol excludes profiles from the X sample. Recoded on merge."}],"notes":"No duplicate X post IDs in the sampled five. MERGE QA: X profiles recoded to rejected; posts kept.","reportedMatchedUnits":2,"batchId":"team-2026-09-15","restaurant":"three","platform":"x","query":"\"Three Dollar Cafe\" Atlanta wings (site:x.com OR site:twitter.com)","queryUrl":"https://www.google.com/search?q=%22Three+Dollar+Cafe%22+Atlanta+wings+(site%3Ax.com+OR+site%3Atwitter.com)&pws=0&hl=en&gl=us&num=10","status":"observed","sampled":5,"results":[{"position":1,"url":"https://x.com/ajc/status/1732218319346803108"},{"position":4,"url":"https://x.com/bellavista_7/status/2091883941590376591?lang=ar"}]},{"observedAt":"2026-09-15T14:05:03Z","provider":"Google","personalization":"pws=0 requested; Google account/personalization not confirmed","searchLocation":"Not shown; CAPTCHA/HTTP 429 block page","audit":[],"notes":"Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred. Current location / relocation remains unresolved.","reportedMatchedUnits":null,"batchId":"team-2026-09-15","restaurant":"three","platform":"news","query":"\"Three Dollar Cafe\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22Three+Dollar+Cafe%22+Atlanta+wings&pws=0&hl=en&gl=us&num=10&tbm=nws","status":"blocked","sampled":null,"results":[]},{"observedAt":"2026-09-15T13:52:43Z","provider":"Google","personalization":"pws=0; hl=en; gl=us; num=10","searchLocation":"DuPage County, Illinois from IP","audit":[{"position":1,"url":"https://firepitatl.com/atlanta-grant-park-firepit-pizza-tavern-food-menu","title":"Firepit Pizza Tavern - Food Menu","decision":"accepted","reason":"Official Firepit Pizza Tavern food-menu result; wings are shown in the SERP."},{"position":2,"url":"https://firepitatl.com/","title":"Firepit Pizza Tavern | Grant Park, Atlanta, GA","decision":"rejected","reason":"Duplicate publisher domain firepitatl.com; position 1 already represents this domain."},{"position":3,"url":"https://www.instagram.com/p/C6_8SK9umVG/","title":"Nobody else in the world can replicate our Unicorn Wings.","decision":"accepted","reason":"Food-business match: Firepit Pizza Tavern Instagram post about Unicorn Wings."},{"position":4,"url":"https://www.yelp.com/biz/firepit-pizza-tavern-atlanta-3","title":"Firepit Pizza Tavern - Restaurant Reviews","decision":"accepted","reason":"Food-business match: Firepit Pizza Tavern restaurant review listing."},{"position":5,"url":"https://www.carenwestpr.com/firepits-unicorn-wing-season-now-available-for-purchase/","title":"Firepit's Unicorn Wing Season Now Available for Purchase","decision":"accepted","reason":"Food-business match: Firepit Pizza Tavern wing publicity article."}],"notes":"AI Overview, knowledge-panel material, and extra sitelinks were excluded. Search location shown by Google: DuPage County, Illinois from IP.","reportedMatchedUnits":4,"batchId":"team-2026-09-15","restaurant":"fire","platform":"google","query":"\"Firepit Pizza Tavern\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22Firepit+Pizza+Tavern%22+Atlanta+wings&pws=0&hl=en&gl=us&num=10","status":"observed","sampled":5,"results":[{"position":1,"url":"https://firepitatl.com/atlanta-grant-park-firepit-pizza-tavern-food-menu"},{"position":3,"url":"https://www.instagram.com/p/C6_8SK9umVG/"},{"position":4,"url":"https://www.yelp.com/biz/firepit-pizza-tavern-atlanta-3"},{"position":5,"url":"https://www.carenwestpr.com/firepits-unicorn-wing-season-now-available-for-purchase/"}]},{"observedAt":"2026-09-15T13:53:30Z","provider":"Google","personalization":"pws=0; hl=en; gl=us; num=10","searchLocation":"DuPage County, Illinois from IP","audit":[{"position":1,"url":"https://www.youtube.com/watch?v=vSpjYDpZ1bg","title":"Restaurant Review - Firepit Pizza Tavern | Atlanta Eats","decision":"accepted","reason":"YouTube restaurant review explicitly naming Firepit Pizza Tavern."},{"position":2,"url":"https://www.youtube.com/watch?v=5FJvutE8mA4","title":"Burgers with Buck visits Firepit Pizza Tavern","decision":"accepted","reason":"YouTube food-business visit explicitly naming Firepit Pizza Tavern."},{"position":3,"url":"https://www.youtube.com/watch?v=iIo45WYOAds","title":"Top 10 Wing Spots in Atlanta You MUST Try | Best Wings in ...","decision":"rejected","reason":"Identity ambiguous from primary metadata: title does not identify Firepit Pizza Tavern; no extra research performed."}],"notes":"Deduplicated by YouTube video ID. Position 3 was retained in the first-three sample but rejected because the primary title did not identify Firepit Pizza Tavern. Search location shown by Google: DuPage County, Illinois from IP.","reportedMatchedUnits":2,"batchId":"team-2026-09-15","restaurant":"fire","platform":"youtube","query":"\"Firepit Pizza Tavern\" Atlanta wings site:youtube.com/watch","queryUrl":"https://www.google.com/search?q=%22Firepit+Pizza+Tavern%22+Atlanta+wings+site%3Ayoutube.com%2Fwatch&pws=0&hl=en&gl=us&num=10","status":"observed","sampled":3,"results":[{"position":1,"url":"https://www.youtube.com/watch?v=vSpjYDpZ1bg"},{"position":2,"url":"https://www.youtube.com/watch?v=5FJvutE8mA4"}]},{"observedAt":"2026-09-15T13:54:19Z","provider":"Google","personalization":"pws=0; hl=en; gl=us; num=10","searchLocation":"DuPage County, Illinois from IP","audit":[{"position":1,"url":"https://x.com/carenwestpr","title":"Caren West PR","decision":"rejected","reason":"X profile page, not a post; protocol excludes profiles from the X sample. Recoded on merge."}],"notes":"Google returned one X profile result, not an individual post; no post ID was present for deduplication. Search location shown by Google: DuPage County, Illinois from IP. MERGE QA: X profile recoded to rejected.","reportedMatchedUnits":0,"batchId":"team-2026-09-15","restaurant":"fire","platform":"x","query":"\"Firepit Pizza Tavern\" Atlanta wings (site:x.com OR site:twitter.com)","queryUrl":"https://www.google.com/search?q=%22Firepit+Pizza+Tavern%22+Atlanta+wings+%28site%3Ax.com+OR+site%3Atwitter.com%29&pws=0&hl=en&gl=us&num=10","status":"observed","sampled":1,"results":[]},{"observedAt":"2026-09-15T13:55:01Z","provider":"Google","personalization":"pws=0; hl=en; gl=us; num=10; tbm=nws","searchLocation":"DuPage County, Illinois from IP","audit":[{"position":1,"url":"https://voyageatl.com/interview/exploring-life-business-with-leslie-cohen-of-firepit-pizza-tavern-and-birdcage/","title":"Exploring Life & Business with Leslie Cohen of Firepit Pizza Tavern and Birdcage","decision":"accepted","reason":"News/article match explicitly naming Firepit Pizza Tavern."},{"position":2,"url":"https://atlanta.eater.com/2018/5/16/17360402/firepit-pizza-tavern-grant-park-menu","title":"Brick Oven Pizzas and Unicorn Wings Arrive at Grant Park Pizzeria","decision":"accepted","reason":"Food-business news match; snippet explicitly names Firepit Pizza Tavern and chicken wings."},{"position":3,"url":"https://whatnow.com/atlanta/restaurants/firepit-pizza-tavern-planning-decatur-location/","title":"Firepit Pizza Tavern Planning Decatur Location","decision":"accepted","reason":"News/article match explicitly naming Firepit Pizza Tavern."},{"position":4,"url":"https://stacker.com/stories/georgia/atlanta/highest-rated-chicken-wings-atlanta-diners","title":"Highest-rated chicken wings in Atlanta by diners","decision":"rejected","reason":"Generic guide title; no identifiable Firepit match in visible metadata (unconfirmed). Recoded on merge."},{"position":5,"url":"https://creativeloafing.com/content-478282-where-to-eat-pizza-in-atlanta","title":"Where to Eat Pizza in Atlanta","decision":"rejected","reason":"Generic guide title; no identifiable Firepit match in visible metadata (unconfirmed). Recoded on merge."}],"notes":"The submitted final audit rejects positions 4–5 because restaurant identity is unconfirmed; three distinct matching publishers count.","reportedMatchedUnits":3,"batchId":"team-2026-09-15","restaurant":"fire","platform":"news","query":"\"Firepit Pizza Tavern\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22Firepit+Pizza+Tavern%22+Atlanta+wings&pws=0&hl=en&gl=us&num=10&tbm=nws","status":"observed","sampled":5,"results":[{"position":1,"url":"https://voyageatl.com/interview/exploring-life-business-with-leslie-cohen-of-firepit-pizza-tavern-and-birdcage/"},{"position":2,"url":"https://atlanta.eater.com/2018/5/16/17360402/firepit-pizza-tavern-grant-park-menu"},{"position":3,"url":"https://whatnow.com/atlanta/restaurants/firepit-pizza-tavern-planning-decatur-location/"}]},{"observedAt":"2026-09-15T13:57:20Z","provider":"Google","personalization":"pws=0; hl=en; gl=us; num=10","searchLocation":"DuPage County, Illinois from IP","audit":[{"position":1,"url":"https://www.steinbecksbar.com/items/house-smoked-wings-2","title":"House Smoked Wings - Decatur","decision":"accepted","reason":"Official Steinbeck's menu item; visible title identifies the restaurant and wings."},{"position":2,"url":"https://www.steinbecksbar.com/","title":"Home - Steinbeck's - Pub in Decatur, GA","decision":"rejected","reason":"Duplicate publisher domain steinbecksbar.com; position 1 already represents this domain."},{"position":3,"url":"https://www.yelp.com/biz/steinbecks-ale-house-decatur-3","title":"Steinbeck's Ale House menu photos - Bars","decision":"accepted","reason":"Food-business match; visible title and Decatur URL identify Steinbeck's Ale House."},{"position":4,"url":"https://steinbecks.hrpos.heartland.us/menu","title":"Universal Joint - Steinbeck's | Online Ordering by Genius Heartland Payment Systems","decision":"accepted","reason":"Visible title and ordering URL identify Steinbeck's restaurant menu."},{"position":5,"url":"https://wanderlog.com/place/details/3172711/steinbecks","title":"Steinbeck's, Atlanta, GA - Reviews, Ratings, Tips and Why You ...","decision":"accepted","reason":"Visible title identifies the restaurant in the Atlanta metro area."}],"notes":"AI Overview, knowledge-panel ratings/material, and extra sitelinks were excluded. First five primary organic headings were inspected and deduplicated by publisher domain. Search results identify the 659 E Lake Dr, Decatur/Oakhurst Steinbeck's location.","reportedMatchedUnits":4,"batchId":"team-2026-09-15","restaurant":"stein","platform":"google","query":"\"Steinbeck's\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22Steinbeck%27s%22+Atlanta+wings&pws=0&hl=en&gl=us&num=10","status":"observed","sampled":5,"results":[{"position":1,"url":"https://www.steinbecksbar.com/items/house-smoked-wings-2"},{"position":3,"url":"https://www.yelp.com/biz/steinbecks-ale-house-decatur-3"},{"position":4,"url":"https://steinbecks.hrpos.heartland.us/menu"},{"position":5,"url":"https://wanderlog.com/place/details/3172711/steinbecks"}]},{"observedAt":"2026-09-15T13:57:52Z","provider":"Google","personalization":"pws=0; hl=en; gl=us; num=10","searchLocation":"DuPage County, Illinois from IP","audit":[],"notes":"Google rendered a normal SERP stating the exact query did not match any documents; no primary headings appeared. No YouTube video IDs were available.","reportedMatchedUnits":0,"batchId":"team-2026-09-15","restaurant":"stein","platform":"youtube","query":"\"Steinbeck's\" Atlanta wings site:youtube.com/watch","queryUrl":"https://www.google.com/search?q=%22Steinbeck%27s%22+Atlanta+wings+site%3Ayoutube.com%2Fwatch&pws=0&hl=en&gl=us&num=10","status":"observed","sampled":0,"results":[]},{"observedAt":"2026-09-15T13:58:38Z","provider":"Google","personalization":"pws=0; hl=en; gl=us; num=10","searchLocation":"unknown (Google CAPTCHA page showed no location UI)","audit":[],"notes":"Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred.","reportedMatchedUnits":null,"batchId":"team-2026-09-15","restaurant":"stein","platform":"x","query":"\"Steinbeck's\" Atlanta wings (site:x.com OR site:twitter.com)","queryUrl":"https://www.google.com/search?q=%22Steinbeck%27s%22+Atlanta+wings+%28site%3Ax.com+OR+site%3Atwitter.com%29&pws=0&hl=en&gl=us&num=10","status":"blocked","sampled":null,"results":[]},{"observedAt":"2026-09-15T13:59:20Z","provider":"Google","personalization":"pws=0; hl=en; gl=us; num=10; tbm=nws","searchLocation":"unknown (Google CAPTCHA page showed no location UI)","audit":[],"notes":"Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred.","reportedMatchedUnits":null,"batchId":"team-2026-09-15","restaurant":"stein","platform":"news","query":"\"Steinbeck's\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22Steinbeck%27s%22+Atlanta+wings&pws=0&hl=en&gl=us&num=10&tbm=nws","status":"blocked","sampled":null,"results":[]},{"observedAt":"2026-09-15T14:06:26Z","provider":"Google","personalization":"pws=0 requested; Google account/personalization not confirmed","searchLocation":"Not shown; CAPTCHA/HTTP 429 block page","audit":[],"notes":"Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred.","reportedMatchedUnits":null,"batchId":"team-2026-09-15","restaurant":"argosy","platform":"google","query":"\"Argosy\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22Argosy%22+Atlanta+wings&pws=0&hl=en&gl=us&num=10","status":"blocked","sampled":null,"results":[]},{"observedAt":"2026-09-15T14:07:07Z","provider":"Google","personalization":"pws=0 requested; Google account/personalization not confirmed","searchLocation":"Not shown; CAPTCHA/HTTP 429 block page","audit":[],"notes":"Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred.","reportedMatchedUnits":null,"batchId":"team-2026-09-15","restaurant":"argosy","platform":"youtube","query":"\"Argosy\" Atlanta wings site:youtube.com/watch","queryUrl":"https://www.google.com/search?q=%22Argosy%22+Atlanta+wings+site%3Ayoutube.com%2Fwatch&pws=0&hl=en&gl=us&num=10","status":"blocked","sampled":null,"results":[]},{"observedAt":"2026-09-15T14:07:49Z","provider":"Google","personalization":"pws=0 requested; Google account/personalization not confirmed","searchLocation":"Not shown; CAPTCHA/HTTP 429 block page","audit":[],"notes":"Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred.","reportedMatchedUnits":null,"batchId":"team-2026-09-15","restaurant":"argosy","platform":"x","query":"\"Argosy\" Atlanta wings (site:x.com OR site:twitter.com)","queryUrl":"https://www.google.com/search?q=%22Argosy%22+Atlanta+wings+(site%3Ax.com+OR+site%3Atwitter.com)&pws=0&hl=en&gl=us&num=10","status":"blocked","sampled":null,"results":[]},{"observedAt":"2026-09-15T14:08:27Z","provider":"Google","personalization":"pws=0 requested; Google account/personalization not confirmed","searchLocation":"Not shown; CAPTCHA/HTTP 429 block page","audit":[],"notes":"Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred.","reportedMatchedUnits":null,"batchId":"team-2026-09-15","restaurant":"argosy","platform":"news","query":"\"Argosy\" Atlanta wings","queryUrl":"https://www.google.com/search?q=%22Argosy%22+Atlanta+wings&pws=0&hl=en&gl=us&num=10&tbm=nws","status":"blocked","sampled":null,"results":[]}]},"searchDemand":{"id":"atl-search-demand-2026-09-15-v1","asOf":"2026-09-15","periodStart":"2025-09-01","periodEnd":"2026-08-31","geography":"United States","metric":"Avg. monthly searches","provider":"Google Keyword Planner","sourceFile":"Keyword Stats 2026-09-15 at 12_03_21.xlsx","sourceSha256":"5dc27c0064d9526168df46fbf3f3a86187c1fbb73be42e1ca1a2b86954e41dad","sourceSheet":"Keyword Stats 2026-09-15 at 12_","defaultWeight":20,"selection":"Highest reported Avg. monthly searches among the submitted keywords mapped to each restaurant. Ties use the first workbook row. Aliases are not summed.","formula":"100 * ln(1 + restaurant monthly searches) / ln(1 + largest restaurant monthly searches). All-zero observed values score zero.","treatment":"Use supplied average monthly values as given. Blank keyword values remain missing. No geographic adjustment or reconstruction of monthly history.","observations":[{"restaurant":"three","keyword":"3 dollar cafe","avgMonthlySearches":5000,"sourceRow":6},{"restaurant":"american","keyword":"american deli","avgMonthlySearches":500000,"sourceRow":7},{"restaurant":"american","keyword":"american deli atlanta","avgMonthlySearches":5000,"sourceRow":8},{"restaurant":"american","keyword":"american deli wings","avgMonthlySearches":5000,"sourceRow":9},{"restaurant":"argosy","keyword":"argosy","avgMonthlySearches":50000,"sourceRow":10},{"restaurant":"argosy","keyword":"argosy atlanta","avgMonthlySearches":5000,"sourceRow":11},{"restaurant":"argosy","keyword":"argosy wings","avgMonthlySearches":null,"sourceRow":12},{"restaurant":"bl","keyword":"b and l atlanta wings","avgMonthlySearches":null,"sourceRow":13},{"restaurant":"bl","keyword":"b and l wings","avgMonthlySearches":500,"sourceRow":14},{"restaurant":"bl","keyword":"b&l atlanta wings","avgMonthlySearches":null,"sourceRow":15},{"restaurant":"bl","keyword":"b&l wings","avgMonthlySearches":5000,"sourceRow":16},{"restaurant":"clay","keyword":"clays sports cafe","avgMonthlySearches":5000,"sourceRow":17},{"restaurant":"clay","keyword":"clays wings","avgMonthlySearches":5000,"sourceRow":18},{"restaurant":"fire","keyword":"firepit pizza grant park","avgMonthlySearches":50,"sourceRow":19},{"restaurant":"fire","keyword":"firepit pizza tavern","avgMonthlySearches":5000,"sourceRow":20},{"restaurant":"fox","keyword":"fox bros bar bq","avgMonthlySearches":5000,"sourceRow":21},{"restaurant":"fox","keyword":"fox bros bbq","avgMonthlySearches":5000,"sourceRow":22},{"restaurant":"fox","keyword":"fox bros wings","avgMonthlySearches":50,"sourceRow":23},{"restaurant":"heir","keyword":"heirloom bbq atlanta","avgMonthlySearches":500,"sourceRow":24},{"restaurant":"heir","keyword":"heirloom bbq wings","avgMonthlySearches":null,"sourceRow":25},{"restaurant":"heir","keyword":"heirloom market bbq","avgMonthlySearches":50000,"sourceRow":26},{"restaurant":"jamal","keyword":"jamals buffalo wings","avgMonthlySearches":500,"sourceRow":27},{"restaurant":"jamal","keyword":"jamals wings atlanta","avgMonthlySearches":null,"sourceRow":28},{"restaurant":"jr","keyword":"jr crickets","avgMonthlySearches":50000,"sourceRow":29},{"restaurant":"magic","keyword":"magic city atlanta","avgMonthlySearches":50000,"sourceRow":30},{"restaurant":"magic","keyword":"magic city kitchen","avgMonthlySearches":50000,"sourceRow":31},{"restaurant":"magic","keyword":"magic city wings","avgMonthlySearches":5000,"sourceRow":32},{"restaurant":"nam","keyword":"nam phuong","avgMonthlySearches":5000,"sourceRow":33},{"restaurant":"nam","keyword":"nam phuong atlanta","avgMonthlySearches":5000,"sourceRow":34},{"restaurant":"nam","keyword":"nam phuong buford hwy","avgMonthlySearches":50000,"sourceRow":35},{"restaurant":"pit","keyword":"pit boss bbq","avgMonthlySearches":50000,"sourceRow":36},{"restaurant":"pit","keyword":"pit boss bbq hapeville atlanta","avgMonthlySearches":null,"sourceRow":37},{"restaurant":"pit","keyword":"pit boss bbq hapeville wings","avgMonthlySearches":null,"sourceRow":38},{"restaurant":"ruki","keyword":"rukis kitchen","avgMonthlySearches":500,"sourceRow":39},{"restaurant":"ruki","keyword":"rukis kitchen atlanta","avgMonthlySearches":null,"sourceRow":40},{"restaurant":"stein","keyword":"steinbeck's ale house","avgMonthlySearches":50,"sourceRow":41},{"restaurant":"stein","keyword":"steinbeck's ale house wings","avgMonthlySearches":null,"sourceRow":42},{"restaurant":"sweet","keyword":"sweet auburn bbq","avgMonthlySearches":50000,"sourceRow":43},{"restaurant":"sweet","keyword":"sweet auburn wings","avgMonthlySearches":null,"sourceRow":44},{"restaurant":"bando","keyword":"the bando","avgMonthlySearches":50000,"sourceRow":45},{"restaurant":"bando","keyword":"the bando atlanta","avgMonthlySearches":5000,"sourceRow":46},{"restaurant":"bando","keyword":"the bando wings","avgMonthlySearches":500,"sourceRow":47},{"restaurant":"local","keyword":"the local atlanta","avgMonthlySearches":5000,"sourceRow":48},{"restaurant":"local","keyword":"the local wings","avgMonthlySearches":500,"sourceRow":49},{"restaurant":"local","keyword":"the localthe local","avgMonthlySearches":null,"sourceRow":50},{"restaurant":"jr","keyword":"the original jr crickets","avgMonthlySearches":500,"sourceRow":51},{"restaurant":"three","keyword":"three dollar cafe","avgMonthlySearches":50000,"sourceRow":52},{"restaurant":"three","keyword":"three dollar cafe atlanta","avgMonthlySearches":500,"sourceRow":53},{"restaurant":"trap","keyword":"trap wings atlanta","avgMonthlySearches":500,"sourceRow":54},{"restaurant":"trap","keyword":"trap wingz","avgMonthlySearches":50000,"sourceRow":55}]},"sources":{"infatuation":{"title":"Infatuation: Atlanta wings, ranked","url":"https://www.theinfatuation.com/atlanta/guides/the-best-wings-in-atlanta","note":"August 27, 2026 · 15 ranked entries."},"eater":{"title":"Eater: Atlanta’s best wings","url":"https://atlanta.eater.com/maps/best-chicken-wings-atlanta","note":"April 11, 2025 · 22 geographically ordered entries, not a ranking."},"eats":{"title":"r/AtlantaEats: Favorite Wings?","url":"https://www.reddit.com/r/AtlantaEats/comments/1n7qjoy/favorite_wings/","note":"September 3, 2025 · visible comments only. Original prompt favored ITP shops with “wing” in the name."},"atlanta":{"title":"r/Atlanta: Who has the best wings?","url":"https://www.reddit.com/r/Atlanta/comments/1qe59a5/who_has_the_best_wings/","note":"January 2026 · visible comments only; collapsed and removed replies are not counted."},"local-history":{"title":"Atlanta Magazine: The Local is 4ever","url":"https://www.atlantamagazine.com/dining-news/the-local-is-4ever/","note":"November 11, 2020 · firsthand account of neighborhood regulars."},"local-age":{"title":"Eater: The Local reopens","url":"https://atlanta.eater.com/2023/11/2/23939183/the-local-ponce-dive-bar-reopens-chicken-wings-atlanta","note":"November 2, 2023 · documents more than two decades in business and continuity through redevelopment attempts."},"magic-history":{"title":"Capital B Atlanta: Magic City’s chicken wings","url":"https://atlanta.capitalbnews.org/magic-city-chicken-wings/","note":"August 14, 2025 · reporter visit, staff interviews, and the kitchen’s place in Atlanta culture."},"magic-age":{"title":"Atlanta Magazine: An oral history of Magic City","url":"https://www.atlantamagazine.com/oral-history-magic-city/","note":"Indexed oral history dates the venue to 1985. Venue history is not the age of the current kitchen or recipe."},"jr-history":{"title":"Thrillist: The Original J.R. Crickets","url":"https://www.thrillist.com/venue/eat/atlanta/restaurants/the-original-jr-crickets","note":"Documents the brand’s 1982 founding."},"lp-history":{"title":"WSB-TV / AJC: Atlanta’s lemon pepper wet wings","url":"https://www.wsbtv.com/entertainment/things-2-do/why-everyone-loves-atlantas-lemon-pepper-wet-wings/703637174/","note":"February 28, 2018 · Atlanta’s J.R. Crickets and American Deli traditions. No exclusive invention claim is made here."},"bl-history":{"title":"VoyageATL: Bradwick Malone of B & L Wings","url":"https://voyageatl.com/interview/meet-bradwick-malone-b-l-wings-doraville/","note":"August 21, 2019 · indexed owner interview describes local wing competitions in 2018 and 2019; full page unavailable during retrieval."},"trap-history":{"title":"What Now Atlanta: Trap Wingz expansion","url":"https://whatnow.com/atlanta/restaurants/trap-wingz-adding-two-locations-this-year/","note":"May 28, 2026 · Damico Green describes growing the business from his apartment. Founding year not verified."},"bando-history":{"title":"The Quintessential Gentleman: The Bando’s community mission","url":"https://www.theqgentleman.com/post/2022-01-terry-rico-create-the-bando-museum-style-restaurant-to-feed-and-inspire-forgotten-communities/","note":"January 18, 2022 · dates the business to 2019 and reports community meals and assistance."},"clay-history":{"title":"Clay’s Sports Cafe: About","url":"https://clayssportscafe.com/","note":"Official site says “Since 1995.” Used only for the 20+ year band, not a precise founding-date claim."},"fox-history":{"title":"Fox Bros.: Our story","url":"https://www.foxbrosbbq.com/","note":"Official account: backyard gatherings and catering led to the Candler Park restaurant in 2007."},"pit-history":{"title":"ATL Airport District: Pit Boss in Hapeville","url":"https://www.atldistrict.com/the-holler/post/powered-by-bbq-pit-boss-in-hapeville/","note":"July 8, 2020 · owner interview dates the rebrand to 2008 and describes word-of-mouth growth and community support."},"nam-history":{"title":"Creative Loafing: Nam Phuong on Buford Highway","url":"https://creativeloafing.com/content-199158-ethnic-city---ethnic-city-nam-phuong","note":"Documents the Buford Highway branch and its Vietnamese food tradition; age band left unknown in this edition."},"heir-age":{"title":"Atlanta Magazine: Heirloom Market’s Korean pork sandwich","url":"https://www.atlantamagazine.com/dining-news/eat-this-heirloom-market-bbqs-spicy-korean-pork-sandwich/","note":"March 17, 2016 · indexed article dates the business to 2010; full page unavailable during retrieval."},"heir-history":{"title":"Eater: Jiyeon Lee’s Southern-Korean cooking","url":"https://atlanta.eater.com/2021/8/17/22622243/heirloom-market-bbq-smyrna-jiyeon-lee-korean-barbecue-sides","note":"August 17, 2021 · firsthand reporting on culinary heritage and local community involvement."},"sweet-history":{"title":"Patch: A new twist on an old favorite","url":"https://patch.com/georgia/eastatlanta/a-new-twist-on-an-old-favorite","note":"June 9, 2011 · contributor report documents Sweet Auburn’s food truck and wing festival awards."},"jamal-history":{"title":"Atlanta Magazine: Jamal’s Buffalo Wings reopens","url":"https://www.atlantamagazine.com/dining-news/jamals-buffalo-wings-reopening-new-larger-location/","note":"August 11, 2017 · indexed report describes a 23-year run before relocation; full page unavailable during retrieval."},"ruki-history":{"title":"Atlanta Magazine: Ruki’s Ethiopian lemon pepper wings","url":"https://www.atlantamagazine.com/dining-news/rukis-kitchen-brings-ethiopian-cuisine-and-lemon-pepper-wings/","note":"May 31, 2026 · chef Ali Lemma’s Ethiopian cooking and a business that debuted in 2022."},"ad-history":{"title":"American Deli: Our story","url":"https://americandeli.com/about","note":"Official account: Atlanta brand founded in 1989. Brand history, not the opening date of the West End store."},"three-history":{"title":"Three Dollar Cafe: Our story","url":"https://www.threedollarcafe.com/our-story/","note":"Official account: first restaurant in 1983 and a neighborhood wing tradition. Brand history, not a branch opening date."},"fire-history":{"title":"Firepit Pizza Tavern","url":"https://firepitatl.com/","note":"Indexed official About text: Atlanta founder Leslie Cohen opened the restaurant in June 2018."},"stein-age":{"title":"AJC: Steinbeck’s celebrates a decade","url":"https://www.ajc.com/blog/atlanta-restaurants/beer-town-steinbeck-celebrates-decade-diverse-food-and-beer/sIuKb9UBoIopFQo4LBdOpL/","note":"September 21, 2016 · indexed report of its upcoming October 3 tenth anniversary. Conservative 10–19 completed-year band in September 2026."},"stein-history":{"title":"City of Decatur: 2017 Hometown Heroes","url":"https://www.decaturga.com/community/page/2017-hometown-heroes","note":"Indexed city recognition connects Steinbeck’s chef with the Smoke & Glory community event; full page unavailable during retrieval."},"arg-history":{"title":"Creative Loafing: Donald Durant of Argosy","url":"https://creativeloafing.com/content-232339-first-draft-with-donald-durant","note":"December 1, 2014 · indexed owner interview dates the EAV restaurant to March 2013."}},"restaurants":[{"style":"Smoked & fried","reviewLinks":{"queryUrl":"https://www.google.com/search?q=The+Local+758+Ponce+Atlanta+reviews","maps":"https://www.google.com/maps/place/The+Local/data=!4m2!3m1!1s0x0:0xdb613cacc8507e91?sa=X&ved=1t:2428&ictx=111","yelp":["https://www.yelp.com/biz/the-local-atlanta"]},"order":"Smoked wings, then a crisp finish.","note":"21+; no to-go orders. Check wing service days before visiting.","id":"local","name":"The Local","area":"Ponce / Old Fourth Ward","address":"758 Ponce de Leon Ave NE","infatuationRank":2,"eater":true,"redditBranchFactor":1,"google":{"stars":4.5,"count":1228},"yelp":{"stars":4,"count":462},"culture":{"continuity":2,"contribution":2,"history":"20+ years","story":"A documented gathering place for regulars through years of neighborhood change.","sources":["local-age","local-history"]}},{"style":"Fried","reviewLinks":{"queryUrl":"https://www.google.com/search?q=Magic+City+Kitchen+241+Forsyth+reviews","maps":"https://www.google.com/maps/place/Magic+City+Kitchen/data=!4m2!3m1!1s0x0:0x1a3bd6c89dc0d027?sa=X&ved=1t:2428&ictx=111","yelp":["https://www.yelp.com/biz/magic-city-kitchen-atlanta"]},"order":"Small wings with lemon pepper and signature sauces.","note":"Kitchen ratings only; the club has a separate Google listing. Check pickup and entry rules.","id":"magic","name":"Magic City Kitchen","area":"Downtown / Castleberry Hill","address":"241 Forsyth St SW, Unit A","infatuationRank":3,"eater":true,"redditBranchFactor":1,"google":{"stars":4.4,"count":260},"yelp":{"stars":3.9,"count":62},"culture":{"continuity":2,"contribution":2,"history":"Venue: 1985","story":"A longtime Atlanta venue whose kitchen is documented as a destination in its own right.","sources":["magic-age","magic-history"]}},{"style":"Breaded & fried","reviewLinks":{"queryUrl":"https://www.google.com/search?q=B+L+Wings+800+Forrest+reviews&zx=1789474584485","maps":"https://www.google.com/maps/place/B+%26+L+Wings+(Pick+Up+and+Go+Only)/data=!4m2!3m1!1s0x0:0x3dd0594d68af7d7b?sa=X&ved=1t:2428&ictx=111","yelp":["https://www.yelp.com/biz/b-and-l-wings-atlanta"]},"order":"Breaded wings; hot honey lemon pepper is a recurring pick.","note":"Pickup operation; confirm current ordering arrangements.","id":"bl","name":"B&L Wings","area":"Berkeley Park","address":"800 Forrest St NW","infatuationRank":4,"eater":true,"redditBranchFactor":1,"google":{"stars":4.3,"count":305},"yelp":{"stars":4.3,"count":134},"culture":{"continuity":0,"contribution":1,"history":"Documented: 2018–19","story":"An owner interview documents its early local wing-competition circuit.","sources":["bl-history"]}},{"style":"Fried","reviewLinks":{"queryUrl":"https://www.google.com/search?q=Trap+Wingz+3330+MLK+reviews","maps":"https://www.google.com/maps/place/Trap+Wingz+MLK/data=!4m2!3m1!1s0x0:0x725ec588a5d38de1?sa=X&ved=1t:2428&ictx=111","yelp":["https://www.yelp.com/biz/trap-wingz-atl-atlanta-4?start=40"]},"order":"Crisp wings with a wide sauce selection.","note":"Yelp result matched the brand but not this branch; excluded. Reddit mentions do not identify a branch.","id":"trap","name":"Trap Wingz","area":"Westside / MLK","address":"3330 M.L.K. Jr Dr SW","infatuationRank":1,"eater":false,"redditBranchFactor":0.5,"google":{"stars":4.3,"count":86},"yelp":null,"culture":{"continuity":0,"contribution":1,"history":"Founding year unverified","story":"Owner Damico Green describes an Atlanta business built from his apartment.","sources":["trap-history"]}},{"style":"Fried","reviewLinks":{"queryUrl":"https://www.google.com/search?q=The+Original+JR+Crickets+129+North+Ave+reviews","maps":"https://www.google.com/maps/place/The+Original+J.R.+Crickets+in+Midtown+Atlanta/data=!4m2!3m1!1s0x0:0xad1b3c8802b1c510?sa=X&ved=1t:2428&ictx=111","yelp":["https://www.yelp.com/biz/the-original-j-r-crickets-in-midtown-atlanta-atlanta"]},"order":"Buffalo, lemon pepper wet, and Dirty Bird.","note":"Eater recommends Union City. That endorsement is not credited to The Original. Generic Reddit brand mention gets half weight.","id":"jr","name":"The Original J.R. Crickets","area":"Midtown / North Avenue","address":"129 North Avenue NE","infatuationRank":15,"eater":false,"redditBranchFactor":0.5,"google":{"stars":3.9,"count":4224},"yelp":{"stars":3.2,"count":534},"culture":{"continuity":2,"contribution":2,"history":"Brand: 1982","story":"Its role in Atlanta’s lemon pepper wing tradition is documented well beyond online lists.","sources":["jr-history","lp-history"]}},{"style":"Fried","reviewLinks":{"queryUrl":"https://www.google.com/search?q=The+Bando+3050+MLK+Atlanta+reviews","maps":"https://www.google.com/maps/place/The+Bando/data=!4m2!3m1!1s0x0:0xdb315eab69bd6444?sa=X&ved=1t:2428&ictx=111","yelp":["https://www.yelp.com/biz/the-bando-atlanta"]},"order":"Hard-fried wings and a sweet signature seasoning.","note":"Museum-themed setting. Source descriptions and customer feedback differ; inspect the component scores.","id":"bando","name":"The Bando","area":"Westside / MLK","address":"3050 M.L.K. Jr Dr SW, Suite M","infatuationRank":6,"eater":true,"redditBranchFactor":1,"google":{"stars":4.3,"count":1798},"yelp":{"stars":3.8,"count":274},"culture":{"continuity":0,"contribution":2,"history":"2019","story":"Reporting describes free meals, groceries, and rent assistance tied to its founders’ community mission.","sources":["bando-history"]}},{"style":"Fried","reviewLinks":{"queryUrl":"https://www.google.com/search?q=Clays+Sports+Cafe+5975+Roswell+reviews","maps":"https://www.google.com/maps/place/Clay's+Sports+Cafe/data=!4m2!3m1!1s0x0:0xccb21b85b7ffcdc6?sa=X&ved=1t:2428&ictx=111","yelp":["https://www.yelp.com/biz/clays-sports-cafe-sandy-springs-3"]},"order":"Saucy sports-bar wings.","note":"Metro Atlanta, outside the city limits.","id":"clay","name":"Clay’s Sports Cafe","area":"Sandy Springs","address":"5975 Roswell Rd, D-245","infatuationRank":14,"eater":true,"redditBranchFactor":1,"google":{"stars":4.6,"count":1112},"yelp":{"stars":4.3,"count":303},"culture":{"continuity":2,"contribution":1,"history":"Official site: since 1995","story":"A longstanding local sports cafe; its official history clears the 20-year band.","sources":["clay-history"]}},{"style":"Smoked & fried","reviewLinks":{"queryUrl":"https://www.google.com/search?q=Fox+Bros+1238+Dekalb+reviews","maps":"https://www.google.com/maps/place/Fox+Bros+Bar-B-Q/data=!4m2!3m1!1s0x0:0x31ca1311b3121719?sa=X&ved=1t:2428&ictx=111","yelp":["https://www.yelp.com/biz/fox-bros-bar-b-q-atlanta"]},"order":"Hickory-smoked wings with a fried finish.","note":"Reviews use DeKalb Avenue. Unspecified Reddit brand recommendations get half weight.","id":"fox","name":"Fox Bros. Bar-B-Q","area":"Candler Park","address":"1238 DeKalb Ave NE","infatuationRank":null,"eater":true,"redditBranchFactor":0.5,"google":{"stars":4.5,"count":10184},"yelp":{"stars":4.3,"count":5058},"culture":{"continuity":1,"contribution":1,"history":"2007","story":"Backyard gatherings and catering grew into the original Candler Park restaurant.","sources":["fox-history"]}},{"style":"Smoked & fried","reviewLinks":{"queryUrl":"https://www.google.com/search?q=Pit+Boss+BBQ+Hapeville+reviews","maps":"https://www.google.com/maps/place/Pit+Boss+BBQ/data=!4m2!3m1!1s0x0:0xc71025d9649a3938?sa=X&ved=1t:2428&ictx=111","yelp":["https://www.yelp.com/biz/pit-boss-bbq-hapeville"]},"order":"Smoked wings with a crisp finish.","note":"The Eater map carries an older address; current official and Google listings use Doug Davis Drive.","id":"pit","name":"Pit Boss BBQ","area":"Hapeville","address":"800 Doug Davis Dr","infatuationRank":13,"eater":true,"redditBranchFactor":1,"google":{"stars":4.3,"count":4360},"yelp":{"stars":4,"count":1067},"culture":{"continuity":1,"contribution":2,"history":"2008","story":"An owner interview records word-of-mouth growth, neighborhood support, and keeping staff paid during closures.","sources":["pit-history"]}},{"style":"Fried","reviewLinks":{"queryUrl":"https://www.google.com/search?q=Nam+Phuong+4051+Buford+reviews","maps":"https://www.google.com/maps/place/Nam+Phuong+Michelin/data=!4m2!3m1!1s0x0:0xbf2aaf50f9f7736c?sa=X&ved=1t:2428&ictx=111","yelp":["https://www.yelp.com/biz/nam-phuong-atlanta"]},"order":"Vietnamese fish-sauce wings.","note":"Uses the Buford Highway branch, not Norcross. Unspecified Reddit brand mentions get half weight.","id":"nam","name":"Nam Phuong","area":"Buford Highway / Brookhaven","address":"4051 Buford Hwy NE","infatuationRank":null,"eater":true,"redditBranchFactor":0.5,"google":{"stars":4.5,"count":2201},"yelp":{"stars":4.1,"count":880},"culture":{"continuity":0,"contribution":1,"history":"Branch age unverified","story":"A documented Buford Highway restaurant tradition broadens the range of Atlanta wing styles.","sources":["nam-history"]}},{"style":"Smoked & fried","reviewLinks":{"queryUrl":"https://www.google.com/search?q=Heirloom+Market+BBQ+2243+Akers+Mill+reviews","maps":"https://www.google.com/maps/place/Heirloom+Market+BBQ/data=!4m2!3m1!1s0x0:0x3c698e8fff9e8413?sa=X&ved=1t:2428&ictx=111","yelp":["https://www.yelp.com/biz/heirloom-market-bbq-atlanta"]},"order":"Smoked wings with Korean-inspired flavors.","note":"Check the current wing menu and pickup arrangements.","id":"heir","name":"Heirloom Market BBQ","area":"Cumberland / Smyrna area","address":"2243 Akers Mill Rd SE","infatuationRank":null,"eater":true,"redditBranchFactor":1,"google":{"stars":4.7,"count":3212},"yelp":{"stars":4.4,"count":2097},"culture":{"continuity":1,"contribution":2,"history":"2010","story":"Chef Jiyeon Lee’s Southern-Korean cooking and Atlanta community involvement are documented in field reporting.","sources":["heir-age","heir-history"]}},{"style":"Smoked","reviewLinks":{"queryUrl":"https://www.google.com/search?q=Sweet+Auburn+BBQ+656+North+Highland+reviews","maps":"https://www.google.com/maps/place/Sweet+Auburn+BBQ/data=!4m2!3m1!1s0x0:0xa69e0f22dd3cb7be?sa=X&ved=1t:2428&ictx=111","yelp":["https://www.yelp.com/biz/sweet-auburn-bbq-atlanta-3"]},"order":"Smoked wings with Asian-inspired sauces.","note":"Reviews use North Highland Avenue; unspecified Reddit brand mention gets half weight.","id":"sweet","name":"Sweet Auburn BBQ","area":"Poncey-Highland","address":"656 N Highland Ave NE","infatuationRank":null,"eater":true,"redditBranchFactor":0.5,"google":{"stars":4.6,"count":2981},"yelp":{"stars":4.1,"count":903},"culture":{"continuity":1,"contribution":1,"history":"Documented by 2011","story":"A local food-truck story with documented wing-festival recognition in 2011.","sources":["sweet-history"]}},{"style":"Fried","reviewLinks":{"queryUrl":"https://www.google.com/search?q=Jamals+Buffalo+Wings+2001+MLK+reviews","maps":"https://www.google.com/maps/place/Jamal's+Buffalo+Wings/data=!4m2!3m1!1s0x0:0xcaca3f2d273d9d39?sa=X&ved=1t:2428&ictx=111","yelp":["https://www.yelp.com/biz/jamals-buffalo-wings-atlanta"]},"order":"Classic fried wings; hot lemon pepper is a source pick.","note":"Eater and the Reddit thread refer to the Westview-area location.","id":"jamal","name":"Jamal’s Buffalo Wings","area":"Westview / Westside","address":"2001 M.L.K. Jr Dr SW, Suite 106","infatuationRank":null,"eater":true,"redditBranchFactor":1,"google":{"stars":4.1,"count":383},"yelp":{"stars":3.9,"count":128},"culture":{"continuity":2,"contribution":1,"history":"23-year run reported in 2017","story":"A neighborhood wing shack that continued in a new location after more than two decades.","sources":["jamal-history"]}},{"style":"Ethiopian","reviewLinks":{"queryUrl":"https://www.google.com/search?q=Rukis+Kitchen+Switchman+Hall+reviews","maps":"https://www.google.com/maps/place/Ruki%E2%80%99s+Kitchen/data=!4m2!3m1!1s0x0:0x6c8d9abd9616f1bd?sa=X&ved=1t:2428&ictx=111","yelp":["https://www.yelp.com/biz/rukis-kitchen-atlanta-2"]},"order":"Habesha lemon pepper wings.","note":"Current stall reviews may include earlier business history; Reddit mention predates the current guide.","id":"ruki","name":"Ruki’s Kitchen","area":"Peoplestown / Switchman Hall","address":"1161 Ridge Ave SW, Suite 15","infatuationRank":8,"eater":false,"redditBranchFactor":0.5,"google":{"stars":5,"count":270},"yelp":{"stars":4.9,"count":63},"culture":{"continuity":0,"contribution":1,"history":"2022","story":"Ali Lemma brings Ethiopian cooking into Atlanta’s wing vocabulary.","sources":["ruki-history"]}},{"style":"Fried","reviewLinks":{"queryUrl":"https://www.google.com/search?q=American+Deli+840+Oak+Street+reviews","maps":"https://www.google.com/maps/place/American+Deli/data=!4m2!3m1!1s0x0:0x7e0687f0a17af4c8?sa=X&ved=1t:2428&ictx=111","yelp":["https://www.yelp.com/biz/american-deli-atlanta-3"]},"order":"Atlanta lemon pepper wet tradition.","note":"Branch match pending: Infatuation lists 840 Oak; Google lists 854B. 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Yelp branch match and a reported relocation remain unresolved; verify address before travel.","id":"three","name":"Three Dollar Cafe","area":"Chastain reference branch","address":"4600 Roswell Rd NE in Google","infatuationRank":null,"eater":false,"redditBranchFactor":0.5,"google":{"stars":4.1,"count":945},"yelp":null,"culture":{"continuity":2,"contribution":1,"history":"Brand: 1983","story":"A local wing-and-sports tradition rooted in a brand founded in the early 1980s.","sources":["three-history"]}},{"style":"Fried","reviewLinks":{"queryUrl":"https://www.google.com/search?q=Firepit+Pizza+Tavern+Atlanta+reviews","maps":"https://www.google.com/maps/place/Firepit+Pizza+Tavern/data=!4m2!3m1!1s0x0:0x7bef6dc15d1233b4?sa=X&ved=1t:2428&ictx=111","yelp":["https://www.yelp.com/biz/firepit-pizza-tavern-atlanta-3"]},"order":"Unicorn-seasoned or Buffalo wings.","note":"Repeated across both supplied Reddit threads; neither editorial list includes it.","id":"fire","name":"Firepit Pizza Tavern","area":"Grant Park","address":"519 Memorial Dr SE","infatuationRank":null,"eater":false,"redditBranchFactor":1,"google":{"stars":4.5,"count":1271},"yelp":{"stars":4.2,"count":321},"culture":{"continuity":0,"contribution":1,"history":"2018","story":"Atlanta native Leslie Cohen’s neighborhood restaurant opened in 2018.","sources":["fire-history"]}},{"style":"Smoked","reviewLinks":{"queryUrl":"https://www.google.com/search?q=Steinbecks+Ale+House+Decatur+reviews","maps":"https://www.google.com/maps/place/Steinbeck's/data=!4m2!3m1!1s0x0:0x7bd2f2930ff3c3c?sa=X&ved=1t:2428&ictx=111","yelp":["https://www.yelp.com/biz/steinbecks-ale-house-decatur-3"]},"order":"Smoked pub wings.","note":"Conservative age band: its twentieth anniversary falls after this September research date.","id":"stein","name":"Steinbeck’s","area":"Oakhurst / Decatur","address":"659 East Lake Dr","infatuationRank":null,"eater":false,"redditBranchFactor":1,"google":{"stars":4.6,"count":527},"yelp":{"stars":4.2,"count":203},"culture":{"continuity":1,"contribution":2,"history":"October 2006","story":"Local reporting and city recognition document a neighborhood pub and its chef’s community involvement.","sources":["stein-age","stein-history"]}},{"style":"Smoked","reviewLinks":{"queryUrl":"https://www.google.com/search?q=Argosy+Atlanta+reviews","maps":"https://www.google.com/maps/place/Argosy/data=!4m2!3m1!1s0x0:0xc56b75c9f0531748?sa=X&ved=1t:2428&ictx=111","yelp":["https://www.yelp.com/biz/argosy-atlanta"]},"order":"Smoked wings at an EAV beer bar.","note":"Repeated across both supplied Reddit threads; 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