Local listings management for small business buyers
Asked as “local listings management platform”, and as “multi-location local SEO tool”, on behalf of a small B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
45%
Clear leader
45BrightLocal29Moz Local12GBPPromote14others
45% of first choices, clear leader.
Since October 2026▼−1Since October 2026: 46% → 45%, −1 point. Inside the 11-point floor: within noise.BrightLocal held the lead, −1 point on 46%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
BrightLocal45%Clear leader▼−1Since October 2026: 46% → 45%, −1 point. Inside the 11-point floor: within noise.This pageMid-marketBrightLocal46%Clear leader▲+13Since October 2026: 33% → 46%, +13 points. Past the 11-point floor: movement.Standing →Enterprise
Yext52%Clear leader▼−17Since October 2026: 69% → 52%, −17 points. Past the 11-point floor: movement.Standing →
BrightLocal45%Clear leader▼−1Since October 2026: 46% → 45%, −1 point. Inside the 11-point floor: within noise.This pageMid-marketBrightLocal46%Clear leader▲+13Since October 2026: 33% → 46%, +13 points. Past the 11-point floor: movement.Standing →EnterpriseYext52%Clear leader▼−17Since October 2026: 69% → 52%, −17 points. Past the 11-point floor: movement.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01BrightLocal45%0%69endorsed leader▼−1Since October 2026: 46% → 45%, −1 point. Inside the 11-point floor: within noise.46% → 45%
BrightLocal45%0%69endorsed leader▼−1Since October 2026: 46% → 45%, −1 point. Inside the 11-point floor: within noise.46% → 45%02Moz Local29%8%63accepted challenger▼−8Since October 2026: 37% → 29%, −8 points. Inside the 11-point floor: within noise.37% → 29%
03
GBPPromote12%0%17accepted challenger▲+12Since October 2026: 0% → 12%, +12 points. Past the 11-point floor: movement.0% → 12%
GBPPromote12%0%17accepted challenger▲+12Since October 2026: 0% → 12%, +12 points. Past the 11-point floor: movement.0% → 12%04
Whitespark4%6%18accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
Whitespark4%6%18accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%05
Google Business Profile Lab in the set4%0%14accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Google Business Profile Lab in the set4%0%14accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%06
Semrush Local2%20%44accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Semrush Local2%20%44accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%07
Uberall2%83%24criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Uberall2%83%24criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the five products at 0%, ordered by negative rate
12Yext0%87%55criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Yext0%87%55criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
SOCi0%70%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
SOCi0%70%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Birdeye0%53%34criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Birdeye0%53%34criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Thryv0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Thryv0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Synup0%10%20accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Synup0%10%20accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Google Business Profile is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models two times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
BrightLocal vs SOCiBrightLocal vs UberallBrightLocal vs BirdeyeBrightLocal vs WhitesparkMoz Local vs YextMoz Local vs Semrush LocalMoz Local vs SOCiMoz Local vs UberallMoz Local vs BirdeyeMoz Local vs WhitesparkYext vs Semrush LocalYext vs SOCiYext vs UberallYext vs BirdeyeYext vs WhitesparkSemrush Local vs SOCiSemrush Local vs UberallSemrush Local vs BirdeyeSemrush Local vs WhitesparkSOCi vs UberallSOCi vs BirdeyeSOCi vs WhitesparkUberall vs BirdeyeUberall vs WhitesparkBirdeye vs Whitespark
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01M02
03040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01BrightLocal45%
BrightLocal45%02Moz Local29%
03GBPPromote12%
GBPPromote12%04Whitespark4%
Whitespark4%05Google Business Profile4%
Google Business Profile4%06Semrush Local2%
Semrush Local2%07Uberall2%
Uberall2%08Synup0%
Synup0%09Thryv0%
Thryv0%10SOCi0%
SOCi0%11Birdeye0%
Birdeye0%12Yext0%
Yext0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Yext87%
48 of 55 labels negative · 14 of 14 models · 15 hard negative
“frequently criticized for its high cost, lack of data ownership, and limited flexibility... approaching Yext with significant caution” Mistral Small, negative prompt
Uberall83%
20 of 24 labels negative · 10 of 14 models · 8 hard negative
“Platforms to AVOID on a Tight Budget ... Birdeye / Reputation.com / Uberall: Designed for enterprise companies” Gemini 3.5 Flash, budget prompt
Birdeye53%
18 of 34 labels negative · 10 of 14 models · 7 hard negative
“Platforms to AVOID on a Tight Budget ... Birdeye / Reputation.com / Uberall: Designed for enterprise companies” Gemini 3.5 Flash, budget prompt
Semrush Local20%
9 of 44 labels negative · 8 of 14 models
“flagged with a high negative rate (20%) in certain contexts, indicating it may not be the most reliable or user-friendly option” Mistral Small, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
73 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 773 links across 205 sites, every framing counted. Ranked by the number of answers carrying the site or page. 30 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
40 answers · 70 citations · 13 models
vendor site · GBPPromote35 answers · 50 citations · 12 models
vendor site · BrightLocal34 answers · 65 citations · 12 models
17 answers · 17 citations · 9 models
vendor site · Guideflow14 answers · 23 citations · 5 models
13 answers · 15 citations · 6 models
13 answers · 13 citations · 8 models
vendor site · Birdeye12 answers · 14 citations · 6 models
vendor site · Capterra11 answers · 16 citations · 5 models
vendor site · Thryv11 answers · 15 citations · 8 models
vendor site · SourceForge9 answers · 10 citations · 7 models
9 answers · 9 citations · 6 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
26 answers · 11 models
25 answers · 10 models
22 answers · 11 models
14 answers · 8 models
13 answers · 8 models
11 answers · 5 models
10 answers · 10 models
9 answers · 6 models
9 answers · 4 models
9 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best local listings management platform”, “local listings management platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| BrightLocal brightlocal.com BrightLocal 45%, BrightLocal’s Citation Builder 0% | 45% | 202 | 9,900 | 103 | 36,255 | 55 | 1 | |
| Moz Local | 29% | 1,300 | 76 | |||||
| GBPPromote gbppromote.com | 12% | 40 | ||||||
| Whitespark whitespark.ca | 4% | 34 | 2,400 | 16 | 5,495 | |||
| Google parent site Google Business Profile 4%, Google Business Profile management 0% | 4% | 79 | 550,000 | 1,719 | ||||
| Semrush semrush.com Semrush Local 2% | 2% | 111 | 90,500 | 2,055 | 2,885,637 company | $1,727 | 103 | 7 |
| BrightLocal CitationBuilder | 2% | |||||||
| Localith localith.ai | 2% | 2 | ||||||
| Uberall uberall.com | 2% | 150 | 2,400 | 29 | 10,677 | $971 | 18 | 4 |
| Synup synup.com | 0% | 63 | 590 | 15 | 3,480 | 1 |
Google's top ten for the two searches hold 16 sites; 3 of them are among the sites the models cited here (birdeye.com, brightlocal.com, g2.com). The first result for “best local listings management platform” is getspike.ai.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best local listings management platform for a small B2B company?”Paraphrase“Which multi-location local SEO tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top local listings management platforms for a small team and how do they differ?”Budget-constrained“What is the best local listings management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a local listings management platform. What should we look at?”Negative“Which local listings management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Google Business Profileagainst: YextBrightLocalChangedMoz LocalMoz Localno first choiceagainst: Birdeye, Chatmeter, Yext
Two alternatives
BrightLocal, Moz LocalTwo alternatives
GMBapi, Moz LocalThree alternatives
BrightLocal, Synup, ThryvThree alternatives
Google Business Profile, Localo, SynupGPT-5.4 miniMoz Localagainst: YextBrightLocalChangedBrightLocalagainst: Uberall, YextBrightLocalagainst: Birdeye, Semrush Local, Uberall, Yextno first choicenothing named
One alternative
BrightLocalTwo alternatives
Birdeye, Moz LocalTwo alternatives
Moz Local, Semrush LocalOne alternative
Moz LocalGemini 3.5 FlashBrightLocalagainst: Birdeye, YextBrightLocalHeldagainst: YextBrightLocalagainst: Uberall, YextBrightLocal CitationBuilder, Whitesparkagainst: Birdeye, Reputation, Uberall, YextBrightLocalagainst: Reputation, Uberall, Yextagainst: Moz Local, Semrush Local, Uberall, Yext
Two alternatives
Moz Local, WhitesparkThree alternatives
Local Falcon, Semrush Local, WhitesparkFour alternatives
Moz Local, Semrush Local, Synup, WhitesparkTwo alternatives
Google Business Profile, Moz LocalFour alternatives
Birdeye, Moz Local, Podium, Semrush LocalPerplexity SonarMoz Localagainst: Birdeye, Semrush Local, YextBrightLocalChangedagainst: SOCi, Uberall, YextMoz LocalMoz Localno first choiceagainst: Birdeye, SOCi, Semrush Local, Thryv, Uberall, Whitespark, Yext
Two alternatives
BrightLocal, ThryvTwo alternatives
Google Business Profile, Semrush LocalFour alternatives
BrightLocal, Semrush Local, Synup, WhitesparkTwo alternatives
BrightLocal, Whitespark Local PlatformGrok 4.20BrightLocal, Semrush Localagainst: Birdeye, SOCi, Uberall, YextBrightLocalChangedagainst: Uberall, YextBrightLocal, Moz Localagainst: Uberall, YextBrightLocalagainst: Birdeye, Google's free Business Profile tools, SOCi, Semrush Local, Uberall, Yextno first choiceagainst: Yextagainst: Birdeye, Thryv, Yext
One alternative
Moz LocalTwo alternatives
Local Falcon, WhitesparkOne alternative
BirdeyeOne alternative
WhitesparkThree alternatives
BrightLocal, Moz Local, ThryvMistral SmallGBPPromote, Moz LocalBrightLocal, GBPPromoteChangedGBPPromote, Moz Localagainst: YextGBPPromote, Moz Localno first choiceagainst: SOCi, Semrush Local, Yext
Two alternatives
Birdeye, BrightLocalFour alternatives
Birdeye, BrightLocal, Semrush Local, SynupTwo alternatives
BrightLocal, Semrush LocalDeepSeek V4 FlashBrightLocalagainst: Birdeye, SOCi, Uberall, YextBrightLocalHeldagainst: Moz LocalBrightLocal, Moz Localagainst: Birdeye, Uberall, YextMoz Localagainst: YextBrightLocal, Moz Local, Uberallagainst: Yextagainst: FATJOE, Local Rank, Moz Local, Yext
Two alternatives
Moz Local, Semrush LocalTwo alternatives
Semrush Local, SynupTwo alternatives
Semrush Local, SynupTwo alternatives
BrightLocal, GBPPromoteLlama 4 MaverickGBPPromoteLocalithChangedMoz Localagainst: Uberall, YextMoz Localno first choiceagainst: Yelp for Business
Three alternatives
BrightLocal, Moz Local, YextThree alternatives
BrightLocal, GBPPromote, GMBapi.comThree alternatives
BrightLocal, Semrush Local, SynupTwo alternatives
BrightLocal, GBPPromoteQwen 3.7 FlashBrightLocalagainst: Birdeye, YextGBPPromoteChangedagainst: Moz, Semrush Local, YextBrightLocalMoz Localagainst: Synup, Thryve, Uberall, YextBrightLocal, Moz Localagainst: Yextagainst: Birdeye, Hibu, Moz Local, Synup, Thryv, Uberall, Yext
One alternative
Moz LocalOne alternative
BrightLocalFour alternatives
Birdeye, DigitalMaas, Moz Local, ThryvTwo alternatives
BrightLocal, GBPPromoteTwo alternatives
Birdeye, ReputationKimi K2BrightLocalagainst: YextBrightLocalHeldagainst: Semrush Local, YextBrightLocal, Moz Localagainst: Birdeye, YextGoogle Business ProfileBrightLocal, Moz Localagainst: Birdeye, Uberall, Yextagainst: 411 Locals, Birdeye, Hibu, Localo, Moz Local, Podium, Surefire Local, Yext
Three alternatives
Moz Local, Semrush Local, SynupOne alternative
Moz LocalTwo alternatives
Localo, Semrush LocalTwo alternatives
BrightLocal, Moz LocalOne alternative
Semrush LocalGLM 4.7 FlashXBrightLocalagainst: YextGBPPromoteChangedBrightLocal, Moz Local, Synupagainst: Chatmeter, SOCi, Uberall, YextMoz Localno first choiceagainst: Birdeye, Semrush Local, Surefire Local, Yext
Four alternatives
Birdeye, Localo, Moz Local, Semrush LocalThree alternatives
BrightLocal, Semrush Local, YextOne alternative
BirdeyeTwo alternatives
BrightLocal, Semrush LocalMiniMax M2.5Moz Localagainst: YextGBPPromoteChangedBrightLocal, Moz Localagainst: YextWhitesparkno first choicenothing named
Two alternatives
Birdeye, Data AxleOne alternative
BrightLocalOne alternative
Semrush LocalTwo alternatives
BrightLocal, Moz LocalGPT-6 LunaBrightLocalBrightLocalHeldBrightLocalagainst: YextMoz Localagainst: BrightLocal Manageno first choiceagainst: Yext
One alternative
Semrush LocalOne alternative
Semrush LocalThree alternatives
Moz Local, Semrush Local, WhitesparkTwo alternatives
BrightLocal’s Citation Builder, Google's free toolsMuse Glimmer 30BBrightLocalagainst: YextBrightLocalHeldBrightLocalagainst: Birdeye, Uberall, YextBrightLocal, Moz Localno first choiceagainst: Tagza, Yext
One alternative
Moz LocalOne alternative
GBPPromoteFour alternatives
Localo, Moz Local, Synup, WhitesparkFour alternatives
GBPPromote, Google Business Profile, Localo, WhitesparkBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:27 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:58 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:14 | no | 0 | 13 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:57 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:39 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:16 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:04 | yes | 20 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:44 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:55 | yes | 5 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:56 | yes | 9 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:25 | yes | 19 | 21 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:23 | yes | 5 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:12 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:35 | yes | 14 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:21 | yes | 17 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:29 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:53 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:23 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:46 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:46 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:27 | yes | 24 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:38 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:49 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:03 | yes | 20 | 58 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:42 | yes | 19 | 143 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:22 | yes | 13 | 47 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:13 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:31 | yes | 13 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:41 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:31 | yes | 4 | 5 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:06 | yes | 11 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:54 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:52 | yes | 10 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:22 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:49 | yes | 22 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:18 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:59 | yes | 9 | 55 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:15 | yes | 9 | 54 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:03 | yes | 23 | 283 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:25 | yes | 9 | 28 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:41 | yes | 6 | 49 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:06 | yes | 14 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:28 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:31 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:07 | yes | 8 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:01 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:06 | yes | 15 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:02 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:03 | yes | 24 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:28 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:15 | yes | 5 | 12 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:00 | yes | 15 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:15 | yes | 10 | 45 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:07 | yes | 10 | 37 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:53 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:37 | yes | 15 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:45 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:25 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:13 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 15:43 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:47 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:33 | no | 0 | 4 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:31 | yes | 21 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:51 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:22 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:41 | yes | 13 | 51 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:22 | no | 0 | 13 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:22 | yes | 5 | 34 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:47 | yes | 2 | 12 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:52 | yes | 14 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:55 | yes | 19 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:33 | no | 0 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:37 | yes | 10 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:24 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:04 | yes | 10 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:17 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:12 | yes | 24 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:02 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:32 | yes | 14 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:40 | yes | 25 | 85 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:47 | yes | 23 | 38 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:42 | no | 0 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:39 | yes | 3 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:57 | yes | 23 | 34 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Google Business Profile Manager read as Google Business Profile
Google Business Profiles read as Google Business Profile
Semrush read as Semrush Local
Semrush Listing Management read as Semrush Local
Semrush Listing Management (Semrush Local) read as Semrush Local
Yelp read as Yelp for Business
Unresolved, counted raw
Bing Places for Business
BrightLocal CitationBuilder
EZlocal Dash
Facebook Business Page
Google's free Business Profile tools
Google's free tools
Local Rank (LocalRank.com)
LocalFalcon
Merchynt
RioSEO
Tagza
Thryve
Discontinued, still offered
No shut-down product was recommended here.