Wing Science / Atlanta, Georgia
ATL 10
One city. Many wing traditions.
A top ten with the receipts.
We compared Atlanta’s wing lists, listened to two Reddit conversations, checked review snapshots, and added search demand alongside documented local history. Here is where the evidence lands.
Meet the ten ↓Inside the Wing Science ↗Provisional edition. Four of eight supplied recommendation sources are scored: Infatuation, Eater, and both Reddit threads. The Facebook video and three YouTube videos remain unscored because their content could not be verified. Reviews are dated snapshots. No representative offline survey has been conducted. See the open research gaps →
Test the judgment
How should the evidence count?
Search demand starts at 20% of the final score. The cultural slider sets history’s share of the base blend; editorial, Reddit and reviews split the rest in a 40:15:20 ratio. Social visibility can adjust that blend before search demand is applied. The percentages below show the final weights.
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This changes an editorial assumption. It does not estimate the share of Atlantans who agree.
WingMath default blend
The Atlanta ten
Score bars show editorial, Reddit, reviews, culture, and social contributions. An unmeasured social contribution carries forward the pre-social score. Open “Why this rank?” for the underlying evidence.
Reviews are excluded before social is applied. Rank ranges use your selected social weight and review setting.
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Open notebook
All 19 contenders
A missing endorsement means no evidence points from that source. It is not a claim that a restaurant is bad.
| Rank | Restaurant | Score / 100 | Infatuation | Eater | Reddit + / − | Google / 5 · Count | Yelp / 5 · Count | Culture / 100 | Avg. monthly searches | Search / 100 | Social / 100 | Social off → Current | Culture off → Current | Rank range |
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“Unverified · prior used” is an imputed neutral review component, not an observed four-star rating. American Deli has no verified branch-matched review input in this edition. Google and Yelp cover the whole establishment, not wings alone.
Google Keyword Planner / September 2025–August 2026
How often is each name searched?
Average monthly searches are now a ranking signal for all 19 restaurants. We use the supplied workbook’s values as reported. Each restaurant takes its highest available keyword value; aliases are not added together. Equal values share the same search score.
The export covers United States searches for the listed terms. The raw monthly average and selected keyword remain visible below.
Volume = highest reported Avg. monthly searches for a restaurant
Search score = 100 × ln(1 + volume) / ln(1 + highest restaurant volume)
Final score = (1 − search weight) × evidence blend + search weight × search score
Default search weight = 20%The logarithmic scale puts the search counts on the same 0–100 scale as the other signals. A blank keyword stays unreported. If all keywords for a restaurant are missing, its evidence blend carries forward. The current workbook supplies at least one value for every contender.
American Deli · 500,000 avg. monthly searches
Selected keyword: american deli · Search demand 100.0/100
- american deli: 500,000 · workbook row 7 · selected
- american deli atlanta: 5,000 · workbook row 8
- american deli wings: 5,000 · workbook row 9
Argosy · 50,000 avg. monthly searches
Selected keyword: argosy · Search demand 82.5/100
- argosy: 50,000 · workbook row 10 · selected
- argosy atlanta: 5,000 · workbook row 11
- argosy wings: Not reported · workbook row 12
Heirloom Market BBQ · 50,000 avg. monthly searches
Selected keyword: heirloom market bbq · Search demand 82.5/100
- heirloom bbq atlanta: 500 · workbook row 24
- heirloom bbq wings: Not reported · workbook row 25
- heirloom market bbq: 50,000 · workbook row 26 · selected
Magic City Kitchen · 50,000 avg. monthly searches
Selected keyword: magic city atlanta · Search demand 82.5/100
- magic city atlanta: 50,000 · workbook row 30 · selected
- magic city kitchen: 50,000 · workbook row 31
- magic city wings: 5,000 · workbook row 32
Nam Phuong · 50,000 avg. monthly searches
Selected keyword: nam phuong buford hwy · Search demand 82.5/100
- nam phuong: 5,000 · workbook row 33
- nam phuong atlanta: 5,000 · workbook row 34
- nam phuong buford hwy: 50,000 · workbook row 35 · selected
Pit Boss BBQ · 50,000 avg. monthly searches
Selected keyword: pit boss bbq · Search demand 82.5/100
- pit boss bbq: 50,000 · workbook row 36 · selected
- pit boss bbq hapeville atlanta: Not reported · workbook row 37
- pit boss bbq hapeville wings: Not reported · workbook row 38
Sweet Auburn BBQ · 50,000 avg. monthly searches
Selected keyword: sweet auburn bbq · Search demand 82.5/100
- sweet auburn bbq: 50,000 · workbook row 43 · selected
- sweet auburn wings: Not reported · workbook row 44
The Bando · 50,000 avg. monthly searches
Selected keyword: the bando · Search demand 82.5/100
- the bando: 50,000 · workbook row 45 · selected
- the bando atlanta: 5,000 · workbook row 46
- the bando wings: 500 · workbook row 47
The Original J.R. Crickets · 50,000 avg. monthly searches
Selected keyword: jr crickets · Search demand 82.5/100
- jr crickets: 50,000 · workbook row 29 · selected
- the original jr crickets: 500 · workbook row 51
Three Dollar Cafe · 50,000 avg. monthly searches
Selected keyword: three dollar cafe · Search demand 82.5/100
- 3 dollar cafe: 5,000 · workbook row 6
- three dollar cafe: 50,000 · workbook row 52 · selected
- three dollar cafe atlanta: 500 · workbook row 53
Trap Wingz · 50,000 avg. monthly searches
Selected keyword: trap wingz · Search demand 82.5/100
- trap wings atlanta: 500 · workbook row 54
- trap wingz: 50,000 · workbook row 55 · selected
B&L Wings · 5,000 avg. monthly searches
Selected keyword: b&l wings · Search demand 64.9/100
- b and l atlanta wings: Not reported · workbook row 13
- b and l wings: 500 · workbook row 14
- b&l atlanta wings: Not reported · workbook row 15
- b&l wings: 5,000 · workbook row 16 · selected
Clay’s Sports Cafe · 5,000 avg. monthly searches
Selected keyword: clays sports cafe · Search demand 64.9/100
- clays sports cafe: 5,000 · workbook row 17 · selected
- clays wings: 5,000 · workbook row 18
Firepit Pizza Tavern · 5,000 avg. monthly searches
Selected keyword: firepit pizza tavern · Search demand 64.9/100
- firepit pizza grant park: 50 · workbook row 19
- firepit pizza tavern: 5,000 · workbook row 20 · selected
Fox Bros. Bar-B-Q · 5,000 avg. monthly searches
Selected keyword: fox bros bar bq · Search demand 64.9/100
- fox bros bar bq: 5,000 · workbook row 21 · selected
- fox bros bbq: 5,000 · workbook row 22
- fox bros wings: 50 · workbook row 23
The Local · 5,000 avg. monthly searches
Selected keyword: the local atlanta · Search demand 64.9/100
- the local atlanta: 5,000 · workbook row 48 · selected
- the local wings: 500 · workbook row 49
- the localthe local: Not reported · workbook row 50
Jamal’s Buffalo Wings · 500 avg. monthly searches
Selected keyword: jamals buffalo wings · Search demand 47.4/100
- jamals buffalo wings: 500 · workbook row 27 · selected
- jamals wings atlanta: Not reported · workbook row 28
Ruki’s Kitchen · 500 avg. monthly searches
Selected keyword: rukis kitchen · Search demand 47.4/100
- rukis kitchen: 500 · workbook row 39 · selected
- rukis kitchen atlanta: Not reported · workbook row 40
Steinbeck’s · 50 avg. monthly searches
Selected keyword: steinbeck's ale house · Search demand 30.0/100
- steinbeck's ale house: 50 · workbook row 41 · selected
- steinbeck's ale house wings: Not reported · workbook row 42
Beyond who posts
Make room for Atlanta’s memory.
Online popularity cannot stand in for the whole city.
The brief brought three unranked local nominations: Magic City, The Original J.R. Crickets, and Trap Wingz. Those names helped set the research agenda. They receive no nomination bonus and no assumed offline votes. The same history rubric applies to every contender.
Documented longevity, food traditions, neighborhood institutions, and community activity supply a distinct cultural component. It is a transparent editorial proxy for history. It cannot tell us what residents who never post online would choose, or how much any demographic group prefers a restaurant.
Loading wing science results…
The brief described five local nominations but named three. Two remain outstanding. The rankings above follow the evidence available for this edition.
The Wing Science
Six signals. Visible choices.
The default score is 32% editorial + 12% Reddit + 16% reviews + 20% cultural history + 20% search demand. The search-demand slider ranges from 0% to 50% of the final score. Social visibility remains an optional pilot adjustment starting at 0%. These weights express WingMath’s judgment; they were not fitted to a desired winner. An evidence index compares the available support for these contenders, not the probability that a restaurant is Atlanta’s best.
Which restaurants are eligible?
We used recurring brands mentioned positively in at least two of the four readable recommendation sources, with one reference venue per brand. That yields 19 contenders. Infatuation’s named branch is the reference where available; otherwise we use Eater’s branch. Reddit-only brands use the disclosed reference venue. This is an Atlanta metro comparison, not a census of every wing shop.
Branchless recommendations for businesses with multiple locations receive half Reddit weight. Editorial endorsements require a matching venue: Eater’s Union City J.R. Crickets endorsement is not transferred to The Original on North Avenue. Reviews also require a branch match. Brand history is explicitly labeled where the current branch’s age is unknown.
Sixteen editorial entries did not clear the recurring-brand rule for this edition:
Broad Street BBQ · Wing Depot on Campbellton Road · Delbar · Hungry AF · Taco Pete · J.R. Crickets — Union City · How Crispy Express · The Wing Bar · Poor Hendrix (one explicit negative Reddit report) · A Town Wings · Mukja · Brew and Bird · Owens and Hull · Brockett Pub · Rumi’s Kitchen — Sandy Springs · Nando’s — Dunwoody.
Other one-off Reddit suggestions are outside this comparison. Eligibility itself favors repeated visibility; an overlooked restaurant can be excellent.
Editorial lists · 40%
Infatuation is a ranked list of 15. Its first entry scores 100 and its fifteenth scores 70, with even spacing between them. The 70-point floor treats inclusion on a best-of list as a positive endorsement. Eater’s 22-entry map is geographic, not ranked: inclusion scores 100. Absence scores zero evidence points. Each guide supplies half this component.
Infatuation = 70 + 30 × (15 − rank) / 14, or 0 if absent
Editorial = (Infatuation + Eater inclusion score) / 2The two outlets may influence one another or reflect similar dining coverage. Equal weighting does not make them statistically independent.
Reddit conversations · 15%
We hand-coded visible recommendations and explicit negative food reports in the two supplied threads. Each public account counts at most once per restaurant per thread. Clear agreement counts; upvotes, jokes, self-promotion, and places an author says they have not tried do not. The downloadable observations record account names and coding notes so the counts can be checked.
Thread score = 100 × clamp((positive − negative) × branch factor, 0, 4) / 4
Reddit = average of the two thread scores
Branch factor = 1 for venue-specific mentions; 0.5 for uncertain branchesEach thread has equal weight, with a cap of four net nominations per venue. A highly active thread or one viral comment cannot consume the whole index. Negative reports can reduce that thread’s support to zero. An account appearing in both threads is not necessarily a different person; these are clustered conversations, not independent resident ballots.
Both threads are self-selected. The AtlantaEats prompt specifically favored ITP shops with “wing” in the name, which shapes its replies. Collapsed, removed, or unavailable comments are outside the observed sample. This cannot support demographic estimates.
Google and Yelp · 20%
We recorded branch-specific Google listing ratings and Yelp ratings visible in indexed search results on September 15, 2026. Direct Yelp pages were unavailable during retrieval, so these are indexed snapshots and may lag the live listing. Counts and averages change. We use the kitchen’s listing for Magic City, not the club’s separate listing.
Each platform gets equal weight. To limit the effect of tiny samples and huge review totals, we shrink ratings toward a fixed four-star prior with 100 pseudo-reviews and cap the effective observed count at 1,000. The prior is a modeling choice, not an estimated Atlanta average.
n = min(observed review count, 1,000)
Adjusted stars = (n × observed stars + 100 × 4.0) / (n + 100)
Platform score = 25 × (adjusted stars − 1)
Reviews = (Google score + Yelp score) / 2Missing or mismatched listings receive the prior score of 75 for that platform, clearly marked as imputed. American Deli has two missing inputs; Trap Wingz and Three Dollar Cafe each have an unverified Yelp match. Their uncertainty is not erased by the formula. Use the review-exclusion control to see how the overall ranking behaves without this component.
These are establishment ratings, mixing wings with other dishes, service, atmosphere, and other experiences. Cross-platform reviewers may overlap. Review volume is neither cultural importance nor a representative vote.
Cultural history · 25%
Every restaurant is coded on two documented dimensions. Continuity receives 0 for under ten years or an unverified age, 1 for 10–19 completed years, and 2 for at least 20. Contribution receives 0 when unverified, 1 for a documented local food or neighborhood story, and 2 for broader cultural influence or concrete community activity.
Culture = 25 × (continuity code + contribution code)Sources include reported histories, owner interviews, official histories, and civic recognition. These types of evidence are identified in the source ledger. Where an interview reports community work, that is an attributed account, not an independent audit. Venue or brand age does not establish the age of the current wing recipe.
Zero means insufficient qualifying evidence in this research, not zero cultural importance. The rubric deliberately recognizes longevity, but documentation is also uneven and older businesses can have more published history. The same criteria apply to the three local nominations and the other 16 contenders.
The cultural weight is larger than either individual editorial source. That is an explicit design choice, not a statistically estimated correction for people who are offline. The slider shows 41 scenarios from 0% through 40% within the pre-social blend. Adding social proportionally reduces all four existing components. Its rank ranges are not confidence intervals and do not include every source of uncertainty.
What would a real offline adjustment require?
A defensible population adjustment needs actual responses and a sampling plan. A next phase would recruit residents across neighborhoods, days, and times, including people with low internet use, rather than only at the nominated restaurants. Use the same nomination prompt, record recruitment and nonresponse, and distinguish wing styles and specific branches.
With observed respondent characteristics and credible population targets, researchers could assess coverage and consider calibration weights. A convenience sample should still be labeled as such. Neither these three nominations nor published history supplies the missing demographic responses, so this edition invents none.
All 19 venue notes and history codes
- The Local — 758 Ponce de Leon Ave NE
21+; no to-go orders. Check wing service days before visiting.
Continuity 2/2; contribution 2/2. 20+ years. A documented gathering place for regulars through years of neighborhood change.
- Magic City Kitchen — 241 Forsyth St SW, Unit A
Kitchen ratings only; the club has a separate Google listing. Check pickup and entry rules.
Continuity 2/2; contribution 2/2. Venue: 1985. A longtime Atlanta venue whose kitchen is documented as a destination in its own right.
- Clay’s Sports Cafe — 5975 Roswell Rd, D-245
Metro Atlanta, outside the city limits.
Continuity 2/2; contribution 1/2. Official site: since 1995. A longstanding local sports cafe; its official history clears the 20-year band.
- Pit Boss BBQ — 800 Doug Davis Dr
The Eater map carries an older address; current official and Google listings use Doug Davis Drive.
Continuity 1/2; contribution 2/2. 2008. An owner interview records word-of-mouth growth, neighborhood support, and keeping staff paid during closures.
- The Bando — 3050 M.L.K. Jr Dr SW, Suite M
Museum-themed setting. Source descriptions and customer feedback differ; inspect the component scores.
Continuity 0/2; contribution 2/2. 2019. Reporting describes free meals, groceries, and rent assistance tied to its founders’ community mission.
- B&L Wings — 800 Forrest St NW
Pickup operation; confirm current ordering arrangements.
Continuity 0/2; contribution 1/2. Documented: 2018–19. An owner interview documents its early local wing-competition circuit.
- American Deli — 840 Oak St SW in Infatuation
Branch match pending: Infatuation lists 840 Oak; Google lists 854B. Google 4.1/549 and Yelp 3.4/26 are quarantined, not scored.
Continuity 2/2; contribution 2/2. Brand: 1989. An Atlanta-founded brand with a documented role in the city’s lemon pepper wet culture.
- Heirloom Market BBQ — 2243 Akers Mill Rd SE
Check the current wing menu and pickup arrangements.
Continuity 1/2; contribution 2/2. 2010. Chef Jiyeon Lee’s Southern-Korean cooking and Atlanta community involvement are documented in field reporting.
- The Original J.R. Crickets — 129 North Avenue NE
Eater recommends Union City. That endorsement is not credited to The Original. Generic Reddit brand mention gets half weight.
Continuity 2/2; contribution 2/2. Brand: 1982. Its role in Atlanta’s lemon pepper wing tradition is documented well beyond online lists.
- Fox Bros. Bar-B-Q — 1238 DeKalb Ave NE
Reviews use DeKalb Avenue. Unspecified Reddit brand recommendations get half weight.
Continuity 1/2; contribution 1/2. 2007. Backyard gatherings and catering grew into the original Candler Park restaurant.
- Sweet Auburn BBQ — 656 N Highland Ave NE
Reviews use North Highland Avenue; unspecified Reddit brand mention gets half weight.
Continuity 1/2; contribution 1/2. Documented by 2011. A local food-truck story with documented wing-festival recognition in 2011.
- Jamal’s Buffalo Wings — 2001 M.L.K. Jr Dr SW, Suite 106
Eater and the Reddit thread refer to the Westview-area location.
Continuity 2/2; contribution 1/2. 23-year run reported in 2017. A neighborhood wing shack that continued in a new location after more than two decades.
- Nam Phuong — 4051 Buford Hwy NE
Uses the Buford Highway branch, not Norcross. Unspecified Reddit brand mentions get half weight.
Continuity 0/2; contribution 1/2. Branch age unverified. A documented Buford Highway restaurant tradition broadens the range of Atlanta wing styles.
- Trap Wingz — 3330 M.L.K. Jr Dr SW
Yelp result matched the brand but not this branch; excluded. Reddit mentions do not identify a branch.
Continuity 0/2; contribution 1/2. Founding year unverified. Owner Damico Green describes an Atlanta business built from his apartment.
- Three Dollar Cafe — 4600 Roswell Rd NE in Google
Brand-level Reddit mentions get half weight. Yelp branch match and a reported relocation remain unresolved; verify address before travel.
Continuity 2/2; contribution 1/2. Brand: 1983. A local wing-and-sports tradition rooted in a brand founded in the early 1980s.
- Ruki’s Kitchen — 1161 Ridge Ave SW, Suite 15
Current stall reviews may include earlier business history; Reddit mention predates the current guide.
Continuity 0/2; contribution 1/2. 2022. Ali Lemma brings Ethiopian cooking into Atlanta’s wing vocabulary.
- Argosy — 470 Flat Shoals Ave SE
Repeated across both supplied Reddit threads; neither editorial list includes it.
Continuity 1/2; contribution 1/2. 2013. An owner interview documents its 2013 opening and local bar scene.
- Steinbeck’s — 659 East Lake Dr
Conservative age band: its twentieth anniversary falls after this September research date.
Continuity 1/2; contribution 2/2. October 2006. Local reporting and city recognition document a neighborhood pub and its chef’s community involvement.
- Firepit Pizza Tavern — 519 Memorial Dr SE
Repeated across both supplied Reddit threads; neither editorial list includes it.
Continuity 0/2; contribution 1/2. 2018. Atlanta native Leslie Cohen’s neighborhood restaurant opened in 2018.
Still on the research desk
The sources we could not score
These supplied videos remain part of the research ledger. A title or a search snippet does not establish a complete restaurant list, ranking, or tasting verdict. No video votes have been inferred.
- Mr. ChimeTime: Ranking Atlanta wings ↗
Title and partial indexed text found. Full transcript unavailable; no ordering or rating inferred.
- YouTube: 0flOY79qX2A ↗
Title indexed as “THINK I FOUND THE BEST WINGS IN ATL !!”; video/transcript blocked.
- YouTube: BTVZLSmS6YM ↗
No reliable transcript retrieved; unscored.
- YouTube: X1lJvZ1LqH4 ↗
No reliable transcript retrieved; unscored.
A verified transcript or accessible full video can change the candidate pool and the order. This edition also leaves two local nominations, some branch matches, and a real offline sample unresolved. It is a dated research result, not a live consensus feed.
Read it yourself
Sources & provenance
Recommendation sources and cultural-history references are below. Google and Yelp listing links appear in each restaurant’s evidence and the all-venue notes. All observations were gathered for the September 15, 2026 snapshot.
- Infatuation: Atlanta wings, ranked ↗
August 27, 2026 · 15 ranked entries.
- Eater: Atlanta’s best wings ↗
April 11, 2025 · 22 geographically ordered entries, not a ranking.
- r/AtlantaEats: Favorite Wings? ↗
September 3, 2025 · visible comments only. Original prompt favored ITP shops with “wing” in the name.
- r/Atlanta: Who has the best wings? ↗
January 2026 · visible comments only; collapsed and removed replies are not counted.
- Atlanta Magazine: The Local is 4ever ↗
November 11, 2020 · firsthand account of neighborhood regulars.
- Eater: The Local reopens ↗
November 2, 2023 · documents more than two decades in business and continuity through redevelopment attempts.
- Capital B Atlanta: Magic City’s chicken wings ↗
August 14, 2025 · reporter visit, staff interviews, and the kitchen’s place in Atlanta culture.
- Atlanta Magazine: An oral history of Magic City ↗
Indexed oral history dates the venue to 1985. Venue history is not the age of the current kitchen or recipe.
- Thrillist: The Original J.R. Crickets ↗
Documents the brand’s 1982 founding.
- WSB-TV / AJC: Atlanta’s lemon pepper wet wings ↗
February 28, 2018 · Atlanta’s J.R. Crickets and American Deli traditions. No exclusive invention claim is made here.
- VoyageATL: Bradwick Malone of B & L Wings ↗
August 21, 2019 · indexed owner interview describes local wing competitions in 2018 and 2019; full page unavailable during retrieval.
- What Now Atlanta: Trap Wingz expansion ↗
May 28, 2026 · Damico Green describes growing the business from his apartment. Founding year not verified.
- The Quintessential Gentleman: The Bando’s community mission ↗
January 18, 2022 · dates the business to 2019 and reports community meals and assistance.
- Clay’s Sports Cafe: About ↗
Official site says “Since 1995.” Used only for the 20+ year band, not a precise founding-date claim.
- Fox Bros.: Our story ↗
Official account: backyard gatherings and catering led to the Candler Park restaurant in 2007.
- ATL Airport District: Pit Boss in Hapeville ↗
July 8, 2020 · owner interview dates the rebrand to 2008 and describes word-of-mouth growth and community support.
- Creative Loafing: Nam Phuong on Buford Highway ↗
Documents the Buford Highway branch and its Vietnamese food tradition; age band left unknown in this edition.
- Atlanta Magazine: Heirloom Market’s Korean pork sandwich ↗
March 17, 2016 · indexed article dates the business to 2010; full page unavailable during retrieval.
- Eater: Jiyeon Lee’s Southern-Korean cooking ↗
August 17, 2021 · firsthand reporting on culinary heritage and local community involvement.
- Patch: A new twist on an old favorite ↗
June 9, 2011 · contributor report documents Sweet Auburn’s food truck and wing festival awards.
- Atlanta Magazine: Jamal’s Buffalo Wings reopens ↗
August 11, 2017 · indexed report describes a 23-year run before relocation; full page unavailable during retrieval.
- Atlanta Magazine: Ruki’s Ethiopian lemon pepper wings ↗
May 31, 2026 · chef Ali Lemma’s Ethiopian cooking and a business that debuted in 2022.
- American Deli: Our story ↗
Official account: Atlanta brand founded in 1989. Brand history, not the opening date of the West End store.
- Three Dollar Cafe: Our story ↗
Official account: first restaurant in 1983 and a neighborhood wing tradition. Brand history, not a branch opening date.
- Firepit Pizza Tavern ↗
Indexed official About text: Atlanta founder Leslie Cohen opened the restaurant in June 2018.
- AJC: Steinbeck’s celebrates a decade ↗
September 21, 2016 · indexed report of its upcoming October 3 tenth anniversary. Conservative 10–19 completed-year band in September 2026.
- City of Decatur: 2017 Hometown Heroes ↗
Indexed city recognition connects Steinbeck’s chef with the Smoke & Glory community event; full page unavailable during retrieval.
- Creative Loafing: Donald Durant of Argosy ↗
December 1, 2014 · indexed owner interview dates the EAV restaurant to March 2013.
Search + social / September 15, 2026
How visible is each name?
A snapshot of findability, with the gaps left visible.
We have 64 of 76 searches observed and all four channels for 14 restaurants. 12 blocked searches leave 5 contenders without a complete social score. This is a small, nonrandom pilot of matching indexed results, not total hits or a measure of everyone talking about a restaurant.
The team supplied 15 additional observed searches, completing Jamal’s Buffalo Wings and Firepit Pizza Tavern. The original collection reported Atlanta and nonpersonalized results; the team’s loaded searches reported DuPage County, Illinois, with personalization unconfirmed despite requesting it off. Complete coverage does not make these conditions equivalent.
Try the slider, read the assumption. The social pilot starts at 0%; search demand has its own 20% default weight. At a nonzero weight, incomplete snapshots carry forward the restaurant’s pre-social evidence score. That does not measure their visibility, and it can advantage or disadvantage them relative to measured restaurants. The scenario ranges do not capture this missing-data uncertainty.
What the four counts mean
Google: distinct matching publisher domains among the first five primary linked result headings. YouTube: distinct matching watch videos in a Google site search. X / Twitter: distinct matching indexed posts, excluding profiles and duplicate language URLs. News: distinct matching publisher domains in Google’s News results. Each channel inspects at most five headings; a zero means no qualifying match in that sample.
Queries use the disclosed quoted restaurant name plus “Atlanta wings” and no date filter. The original collection confirmed personalization was off; the team requested it off but did not confirm. Jamal’s X search displayed unquoted fallback results after no quoted matches; none qualified. We check visible titles, snippets and URLs for food-related restaurant identity. Owned content and other metro branches can count: this measures brand visibility, not the reference location’s food quality. Reports about an Atlanta brand’s expansion can count; a review of an unrelated or out-of-metro venue does not. Generic guide results without an identifiable restaurant match remain uncounted.
Google and news collapse repeated publishers. YouTube and X collapse repeated video/post IDs. A URL found in a specialized channel is removed from Google’s count. The surviving channels can still share publishers, stories, audiences, and existing review or history sources. Publicity, promotion and controversy count as visibility; no recommendation or positive sentiment is inferred.
Channel = 100 × matching units / 5Social = mean(Google, YouTube, X, News), only when all four are measured
Comparison = (1 − social weight) × pre-social evidence score + social weight × social score
Incomplete snapshot: carry the pre-social evidence score forward
The five-result cap makes this a findability measure, not an estimate of total reach. Exact names, omitted aliases, snippet wording and indexing affect it. The YouTube search covers watch URLs, not Shorts; X covers indexed posts, not its complete archive. This first-five pilot did not collect search volume, impressions, video views, people, or platform-wide post counts. Average monthly search demand is provided separately above. Google’s approximate total for “The Local” was about 1,830,000—an ambiguous estimate excluded from scoring.
Google explains why search results vary. Future editions should use consistent location and personalization settings, finish the same protocol for every contender, test aliases and larger samples, and use licensed platform metrics where available.
What changed in this edition?
The original 49 observed searches are preserved. The team supplied 27 remaining query records: 15 observed and 12 blocked, adding 26 accepted links. Their summary text said 13 blocked; the row-level records and numeric summary agree on 12. Query strings, sampled positions, acceptance decisions and scoring arithmetic were checked on import; the historical search pages were not independently recreated.
Three Dollar Cafe’s YouTube sample contains five headings but only two distinct videos. Duplicate headings occupied three positions and were not replaced, deviating from the original unique-heading protocol. Its relocation and American Deli’s reference branch remain unresolved. The original and merged database editions remain separate.
Open a restaurant to inspect its query, collection conditions and matching links. The team’s supplied titles and acceptance decisions are included; the original batch retained only accepted links and positions. “Result 4” means fourth in the inspected sample, not fourth-best wings.
The Local · 70/100
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
5 matched units · 5 headings sampled
"The Local" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
YouTube, Google-indexed
5 matched units · 5 headings sampled
"The Local" Atlanta wings site:youtube.com/watch ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
X / Twitter, Google-indexed
2 matched units · 5 headings sampled
"The Local" Atlanta wings (site:x.com OR site:twitter.com) ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
Google News
2 matched units · 5 headings sampled
"The Local" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
Magic City Kitchen · 85/100
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
5 matched units · 5 headings sampled
"Magic City" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
YouTube, Google-indexed
4 matched units · 5 headings sampled
"Magic City" Atlanta wings site:youtube.com/watch ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
X / Twitter, Google-indexed
4 matched units · 5 headings sampled
"Magic City" Atlanta wings (site:x.com OR site:twitter.com) ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
Google News
4 matched units · 5 headings sampled
"Magic City" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
Clay’s Sports Cafe · 50/100
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
5 matched units · 5 headings sampled
"Clay's Sports Cafe" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
YouTube, Google-indexed
0 matched units · 2 headings sampled
"Clay's Sports Cafe" Atlanta wings site:youtube.com/watch ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
No qualifying match in this sample. This does not establish zero posts or coverage.
X / Twitter, Google-indexed
2 matched units · 2 headings sampled
"Clay's Sports Cafe" Atlanta wings (site:x.com OR site:twitter.com) ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
Google News
3 matched units · 5 headings sampled
"Clay's Sports Cafe" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
Pit Boss BBQ · 35/100
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
3 matched units · 5 headings sampled
"Pit Boss BBQ" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
YouTube, Google-indexed
4 matched units · 5 headings sampled
"Pit Boss BBQ" Atlanta wings site:youtube.com/watch ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
X / Twitter, Google-indexed
0 matched units · 1 headings sampled
"Pit Boss BBQ" Atlanta wings (site:x.com OR site:twitter.com) ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
No qualifying match in this sample. This does not establish zero posts or coverage.
Google News
0 matched units · 5 headings sampled
"Pit Boss BBQ" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
No qualifying match in this sample. This does not establish zero posts or coverage.
The Bando · 75/100
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
5 matched units · 5 headings sampled
"The Bando" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
YouTube, Google-indexed
5 matched units · 5 headings sampled
"The Bando" Atlanta wings site:youtube.com/watch ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
X / Twitter, Google-indexed
3 matched units · 5 headings sampled
"The Bando" Atlanta wings (site:x.com OR site:twitter.com) ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
Google News
2 matched units · 5 headings sampled
"The Bando" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
B&L Wings · 40/100
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
3 matched units · 5 headings sampled
"B&L Wings" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
YouTube, Google-indexed
4 matched units · 5 headings sampled
"B&L Wings" Atlanta wings site:youtube.com/watch ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
X / Twitter, Google-indexed
0 matched units · 0 headings sampled
"B&L Wings" Atlanta wings (site:x.com OR site:twitter.com) ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
No qualifying match in this sample. This does not establish zero posts or coverage.
Google News
1 matched units · 5 headings sampled
"B&L Wings" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
American Deli · Incomplete
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
Not measured · Human-verification challenge
"American Deli" Atlanta wings ↗
Team-reported collection: 2026-09-15T14:00:32Z · unknown (Google CAPTCHA page showed no location UI). pws=0; hl=en; gl=us; num=10.
Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred. The reference branch address remains unresolved.
YouTube, Google-indexed
Not measured · Human-verification challenge
"American Deli" Atlanta wings site:youtube.com/watch ↗
Team-reported collection: 2026-09-15T14:01:11Z · unknown (Google CAPTCHA page showed no location UI). pws=0; hl=en; gl=us; num=10.
Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred. The reference branch address remains unresolved.
X / Twitter, Google-indexed
Not measured · Human-verification challenge
"American Deli" Atlanta wings (site:x.com OR site:twitter.com) ↗
Team-reported collection: 2026-09-15T14:01:47Z · unknown (Google CAPTCHA page showed no location UI). pws=0; hl=en; gl=us; num=10.
Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred. The reference branch address remains unresolved.
Google News
Not measured · Human-verification challenge
"American Deli" Atlanta wings ↗
Team-reported collection: 2026-09-15T14:02:25Z · unknown (Google CAPTCHA page showed no location UI). pws=0; hl=en; gl=us; num=10; tbm=nws.
Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred. The reference branch address remains unresolved.
Heirloom Market BBQ · 50/100
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
5 matched units · 5 headings sampled
"Heirloom Market BBQ" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
YouTube, Google-indexed
4 matched units · 5 headings sampled
"Heirloom Market BBQ" Atlanta wings site:youtube.com/watch ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
X / Twitter, Google-indexed
0 matched units · 1 headings sampled
"Heirloom Market BBQ" Atlanta wings (site:x.com OR site:twitter.com) ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
No qualifying match in this sample. This does not establish zero posts or coverage.
Google News
1 matched units · 5 headings sampled
"Heirloom Market BBQ" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
The Original J.R. Crickets · 85/100
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
5 matched units · 5 headings sampled
"J.R. Crickets" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
YouTube, Google-indexed
4 matched units · 5 headings sampled
"J.R. Crickets" Atlanta wings site:youtube.com/watch ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
X / Twitter, Google-indexed
4 matched units · 5 headings sampled
"J.R. Crickets" Atlanta wings (site:x.com OR site:twitter.com) ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
Google News
4 matched units · 5 headings sampled
"J.R. Crickets" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
Fox Bros. Bar-B-Q · 60/100
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
2 matched units · 5 headings sampled
"Fox Bros" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
YouTube, Google-indexed
5 matched units · 5 headings sampled
"Fox Bros" Atlanta wings site:youtube.com/watch ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
X / Twitter, Google-indexed
0 matched units · 5 headings sampled
"Fox Bros" Atlanta wings (site:x.com OR site:twitter.com) ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
No qualifying match in this sample. This does not establish zero posts or coverage.
Google News
5 matched units · 5 headings sampled
"Fox Bros" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
Sweet Auburn BBQ · 35/100
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
4 matched units · 5 headings sampled
"Sweet Auburn BBQ" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
YouTube, Google-indexed
2 matched units · 4 headings sampled
"Sweet Auburn BBQ" Atlanta wings site:youtube.com/watch ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
X / Twitter, Google-indexed
0 matched units · 1 headings sampled
"Sweet Auburn BBQ" Atlanta wings (site:x.com OR site:twitter.com) ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
No qualifying match in this sample. This does not establish zero posts or coverage.
Google News
1 matched units · 5 headings sampled
"Sweet Auburn BBQ" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
Jamal’s Buffalo Wings · 30/100
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
5 matched units · 5 headings sampled
"Jamal's Buffalo Wings" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
YouTube, Google-indexed
0 matched units · 2 headings sampled
"Jamal's Buffalo Wings" Atlanta wings site:youtube.com/watch ↗
Team-reported collection: 2026-09-15T13:45:37Z · DuPage County, Illinois - From your IP address. pws=0 requested; Google account/personalization not confirmed.
Rendered Videos carousel supplied two primary headings; no Jamal identity match.
Inspect all 2 sampled headings
Unrelated food business; visible title identifies Da'One Seafood, not Jamal's Buffalo Wings.
Unrelated food business; visible title identifies Prince's Hot Chicken in Nashville, not Jamal's Buffalo Wings.
No qualifying match in this sample. This does not establish zero posts or coverage.
X / Twitter, Google-indexed
0 matched units · 5 headings sampled
"Jamal's Buffalo Wings" Atlanta wings (site:x.com OR site:twitter.com) ↗
Team-reported collection: 2026-09-15T13:45:55Z · DuPage County, Illinois - From your IP address. pws=0 requested; Google account/personalization not confirmed.
Google reported no quoted matches and displayed fallback unquoted web results; first five primary X-linked headings were inspected.
Inspect all 5 sampled headings
Unrelated X profile page; no visible Jamal's Buffalo Wings match.
Unrelated X profile page; no visible Jamal's Buffalo Wings match.
Unrelated X profile page; no visible Jamal's Buffalo Wings match.
Unrelated X profile/replies page; no visible Jamal's Buffalo Wings match.
Unrelated X post; visible heading does not identify Jamal's Buffalo Wings.
No qualifying match in this sample. This does not establish zero posts or coverage.
Google News
1 matched units · 5 headings sampled
"Jamal's Buffalo Wings" Atlanta wings ↗
Team-reported collection: 2026-09-15T13:46:08Z · DuPage County, Illinois - From your IP address. pws=0 requested; Google account/personalization not confirmed.
News tab (tbm=nws) rendered; first five publishers were distinct.
Inspect all 5 sampled headings
Visible title and snippet explicitly identify the Atlanta food business.
Generic wings guide; visible metadata does not identify Jamal's Buffalo Wings.
Generic wings article; visible metadata does not identify Jamal's Buffalo Wings.
Generic wings guide; visible metadata does not identify Jamal's Buffalo Wings.
Generic Atlanta dining guide; visible metadata does not identify Jamal's Buffalo Wings.
Nam Phuong · 30/100
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
4 matched units · 5 headings sampled
"Nam Phuong" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
YouTube, Google-indexed
1 matched units · 2 headings sampled
"Nam Phuong" Atlanta wings site:youtube.com/watch ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
X / Twitter, Google-indexed
0 matched units · 0 headings sampled
"Nam Phuong" Atlanta wings (site:x.com OR site:twitter.com) ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
No qualifying match in this sample. This does not establish zero posts or coverage.
Google News
1 matched units · 5 headings sampled
"Nam Phuong" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
Trap Wingz · 65/100
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
5 matched units · 5 headings sampled
"Trap Wingz" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
YouTube, Google-indexed
5 matched units · 5 headings sampled
"Trap Wingz" Atlanta wings site:youtube.com/watch ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
X / Twitter, Google-indexed
1 matched units · 3 headings sampled
"Trap Wingz" Atlanta wings (site:x.com OR site:twitter.com) ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
Google News
2 matched units · 5 headings sampled
"Trap Wingz" Atlanta wings ↗
Original collection: 2026-09-15 · Atlanta, Georgia, reported by Google. Google footer reported results were not personalized.
Three Dollar Cafe · Incomplete
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
3 matched units · 5 headings sampled
"Three Dollar Cafe" Atlanta wings ↗
Team-reported collection: 2026-09-15T13:51:22.792Z · Atlanta, GA (top UI); footer: DuPage County, Illinois - From your IP address. pws=0 requested; Google account/personalization not confirmed.
Local UI showed Chastain, Chamblee, and Dunwoody locations; relocation/current-branch status unresolved. MERGE QA: google deduped by publisher domain.
Inspect all 5 sampled headings
Official Atlanta food-business result.
Named Atlanta-area business.
Duplicate publisher domain threedollarcafe.com; kept first occurrence. Recoded on merge.
Duplicate publisher domain threedollarcafe.com; kept first occurrence. Recoded on merge.
Named Atlanta location.
YouTube, Google-indexed
2 matched units · 5 headings sampled
"Three Dollar Cafe" Atlanta wings site:youtube.com/watch ↗
Team-reported collection: 2026-09-15T13:52:23.589Z · DuPage County, Illinois - From your IP address (footer). pws=0 requested; Google account/personalization not confirmed.
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.
Inspect all 5 sampled headings
Exact business; Atlanta wings context visible.
Named Atlanta-area location.
Duplicate YouTube video ID.
Duplicate YouTube video ID.
Duplicate YouTube video ID.
X / Twitter, Google-indexed
2 matched units · 5 headings sampled
"Three Dollar Cafe" Atlanta wings (site:x.com OR site:twitter.com) ↗
Team-reported collection: 2026-09-15T13:53:27.074Z · DuPage County, Illinois - From your IP address (footer). pws=0 requested; Google account/personalization not confirmed.
No duplicate X post IDs in the sampled five. MERGE QA: X profiles recoded to rejected; posts kept.
Inspect all 5 sampled headings
AJC post identifies Atlanta business and wings.
X profile/replies page, not a post ID; protocol excludes profiles from the X sample. Recoded on merge.
X profile/replies page, not a post ID; protocol excludes profiles from the X sample. Recoded on merge.
Post names Three Dollar Cafe as an Atlanta favorite.
X profile/replies page, not a post ID; protocol excludes profiles from the X sample. Recoded on merge.
Google News
Not measured · Human-verification challenge
"Three Dollar Cafe" Atlanta wings ↗
Team-reported collection: 2026-09-15T14:05:03Z · Not shown; CAPTCHA/HTTP 429 block page. pws=0 requested; Google account/personalization not confirmed.
Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred. Current location / relocation remains unresolved.
Ruki’s Kitchen · Incomplete
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
5 matched units · 5 headings sampled
"Ruki's Kitchen" Atlanta wings ↗
Team-reported collection: 2026-09-15T13:46:31Z · DuPage County, Illinois - From your IP address. pws=0 requested; Google account/personalization not confirmed.
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.
Inspect all 5 sampled headings
Official business site; visible heading identifies Ruki's Kitchen.
Visible business profile name/handle identifies Ruki's Kitchen.
Visible title identifies the food business and wings; Atlanta Magazine publisher is metro-relevant.
Visible title and Atlanta business URL identify the restaurant.
Visible title identifies Ruki's Kitchen, Atlanta, and wings.
YouTube, Google-indexed
0 matched units · 0 headings sampled
"Ruki's Kitchen" Atlanta wings site:youtube.com/watch ↗
Team-reported collection: 2026-09-15T13:46:47Z · DuPage County, Illinois - From your IP address. pws=0 requested; Google account/personalization not confirmed.
Rendered Google page explicitly said no results found and the unquoted fallback also matched no documents; no organic headings appeared.
No qualifying match in this sample. This does not establish zero posts or coverage.
X / Twitter, Google-indexed
0 matched units · 0 headings sampled
"Ruki's Kitchen" Atlanta wings (site:x.com OR site:twitter.com) ↗
Team-reported collection: 2026-09-15T13:46:58Z · DuPage County, Illinois - From your IP address. pws=0 requested; Google account/personalization not confirmed.
Rendered Google page explicitly said no results found and the unquoted fallback also matched no documents; no organic headings appeared.
No qualifying match in this sample. This does not establish zero posts or coverage.
Google News
Not measured · Human-verification challenge
"Ruki's Kitchen" Atlanta wings ↗
Team-reported collection: 2026-09-15T13:47:20Z · unknown (Google CAPTCHA page showed no location UI). pws=0 requested; Google account/personalization not confirmed.
Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred.
Argosy · Incomplete
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
Not measured · Human-verification challenge
"Argosy" Atlanta wings ↗
Team-reported collection: 2026-09-15T14:06:26Z · Not shown; CAPTCHA/HTTP 429 block page. pws=0 requested; Google account/personalization not confirmed.
Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred.
YouTube, Google-indexed
Not measured · Human-verification challenge
"Argosy" Atlanta wings site:youtube.com/watch ↗
Team-reported collection: 2026-09-15T14:07:07Z · Not shown; CAPTCHA/HTTP 429 block page. pws=0 requested; Google account/personalization not confirmed.
Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred.
X / Twitter, Google-indexed
Not measured · Human-verification challenge
"Argosy" Atlanta wings (site:x.com OR site:twitter.com) ↗
Team-reported collection: 2026-09-15T14:07:49Z · Not shown; CAPTCHA/HTTP 429 block page. pws=0 requested; Google account/personalization not confirmed.
Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred.
Google News
Not measured · Human-verification challenge
"Argosy" Atlanta wings ↗
Team-reported collection: 2026-09-15T14:08:27Z · Not shown; CAPTCHA/HTTP 429 block page. pws=0 requested; Google account/personalization not confirmed.
Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred.
Steinbeck’s · Incomplete
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
4 matched units · 5 headings sampled
"Steinbeck's" Atlanta wings ↗
Team-reported collection: 2026-09-15T13:57:20Z · DuPage County, Illinois from IP. pws=0; hl=en; gl=us; num=10.
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.
Inspect all 5 sampled headings
Official Steinbeck's menu item; visible title identifies the restaurant and wings.
Duplicate publisher domain steinbecksbar.com; position 1 already represents this domain.
Food-business match; visible title and Decatur URL identify Steinbeck's Ale House.
Visible title and ordering URL identify Steinbeck's restaurant menu.
Visible title identifies the restaurant in the Atlanta metro area.
YouTube, Google-indexed
0 matched units · 0 headings sampled
"Steinbeck's" Atlanta wings site:youtube.com/watch ↗
Team-reported collection: 2026-09-15T13:57:52Z · DuPage County, Illinois from IP. pws=0; hl=en; gl=us; num=10.
Google rendered a normal SERP stating the exact query did not match any documents; no primary headings appeared. No YouTube video IDs were available.
No qualifying match in this sample. This does not establish zero posts or coverage.
X / Twitter, Google-indexed
Not measured · Human-verification challenge
"Steinbeck's" Atlanta wings (site:x.com OR site:twitter.com) ↗
Team-reported collection: 2026-09-15T13:58:38Z · unknown (Google CAPTCHA page showed no location UI). pws=0; hl=en; gl=us; num=10.
Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred.
Google News
Not measured · Human-verification challenge
"Steinbeck's" Atlanta wings ↗
Team-reported collection: 2026-09-15T13:59:20Z · unknown (Google CAPTCHA page showed no location UI). pws=0; hl=en; gl=us; num=10; tbm=nws.
Google returned HTTP 429 / a human-verification challenge before usable results. No count was inferred.
Firepit Pizza Tavern · 45/100
Food-related brand visibility; other branches can appear. Each channel inspects at most five result headings. Matching links below are collapsed by publisher for Google/news and by video/post for YouTube/X. Specialized links are removed from the Google count.
Google search
4 matched units · 5 headings sampled
"Firepit Pizza Tavern" Atlanta wings ↗
Team-reported collection: 2026-09-15T13:52:43Z · DuPage County, Illinois from IP. pws=0; hl=en; gl=us; num=10.
AI Overview, knowledge-panel material, and extra sitelinks were excluded. Search location shown by Google: DuPage County, Illinois from IP.
Inspect all 5 sampled headings
Official Firepit Pizza Tavern food-menu result; wings are shown in the SERP.
Duplicate publisher domain firepitatl.com; position 1 already represents this domain.
Food-business match: Firepit Pizza Tavern Instagram post about Unicorn Wings.
Food-business match: Firepit Pizza Tavern restaurant review listing.
Food-business match: Firepit Pizza Tavern wing publicity article.
YouTube, Google-indexed
2 matched units · 3 headings sampled
"Firepit Pizza Tavern" Atlanta wings site:youtube.com/watch ↗
Team-reported collection: 2026-09-15T13:53:30Z · DuPage County, Illinois from IP. pws=0; hl=en; gl=us; num=10.
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.
Inspect all 3 sampled headings
YouTube restaurant review explicitly naming Firepit Pizza Tavern.
YouTube food-business visit explicitly naming Firepit Pizza Tavern.
Identity ambiguous from primary metadata: title does not identify Firepit Pizza Tavern; no extra research performed.
X / Twitter, Google-indexed
0 matched units · 1 headings sampled
"Firepit Pizza Tavern" Atlanta wings (site:x.com OR site:twitter.com) ↗
Team-reported collection: 2026-09-15T13:54:19Z · DuPage County, Illinois from IP. pws=0; hl=en; gl=us; num=10.
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.
Inspect all 1 sampled headings
X profile page, not a post; protocol excludes profiles from the X sample. Recoded on merge.
No qualifying match in this sample. This does not establish zero posts or coverage.
Google News
3 matched units · 5 headings sampled
"Firepit Pizza Tavern" Atlanta wings ↗
Team-reported collection: 2026-09-15T13:55:01Z · DuPage County, Illinois from IP. pws=0; hl=en; gl=us; num=10; tbm=nws.
The submitted final audit rejects positions 4–5 because restaurant identity is unconfirmed; three distinct matching publishers count.
Inspect all 5 sampled headings
News/article match explicitly naming Firepit Pizza Tavern.
Food-business news match; snippet explicitly names Firepit Pizza Tavern and chicken wings.
News/article match explicitly naming Firepit Pizza Tavern.
Generic guide title; no identifiable Firepit match in visible metadata (unconfirmed). Recoded on merge.
Generic guide title; no identifiable Firepit match in visible metadata (unconfirmed). Recoded on merge.