Local listings management for enterprise buyers
Asked as “local listings management platform”, and as “multi-location local SEO tool”, on behalf of an enterprise 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
52%
Clear leader
52Yext20SOCi14Uberall14others
52% of first choices, clear leader.
Since October 2026▼−17Since October 2026: 69% → 52%, −17 points. Past the 11-point floor: movement.Yext held the lead, −17 points on 69%, past the 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.Standing →Mid-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.This page
BrightLocal45%Clear leader▼−1Since October 2026: 46% → 45%, −1 point. Inside the 11-point floor: within noise.Standing →Mid-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.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Yext52%29%73criticized default▼−17Since October 2026: 69% → 52%, −17 points. Past the 11-point floor: movement.69% → 52%
Yext52%29%73criticized default▼−17Since October 2026: 69% → 52%, −17 points. Past the 11-point floor: movement.69% → 52%02
SOCi20%7%44accepted challenger▲+18Since October 2026: 2% → 20%, +18 points. Past the 11-point floor: movement.2% → 20%
SOCi20%7%44accepted challenger▲+18Since October 2026: 2% → 20%, +18 points. Past the 11-point floor: movement.2% → 20%03
Uberall14%12%69accepted challenger▼−1Since October 2026: 15% → 14%, −1 point. Inside the 11-point floor: within noise.15% → 14%
Uberall14%12%69accepted challenger▼−1Since October 2026: 15% → 14%, −1 point. Inside the 11-point floor: within noise.15% → 14%04
Birdeye5%14%42accepted challenger▼−4Since October 2026: 9% → 5%, −4 points. Inside the 11-point floor: within noise.9% → 5%
Birdeye5%14%42accepted challenger▼−4Since October 2026: 9% → 5%, −4 points. Inside the 11-point floor: within noise.9% → 5%05BrightLocal2%64%28criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
BrightLocal2%64%28criticized 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
10Moz Local0%71%24criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
09
Synup0%57%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Synup0%57%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Semrush Local0%24%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Semrush Local0%24%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Reputation0%24%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Reputation0%24%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Rio SEO0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Rio SEO0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
010203040506070809M10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Yext52%
Yext52%02SOCi20%
SOCi20%03Uberall14%
Uberall14%04Birdeye5%
Birdeye5%05BrightLocal2%
BrightLocal2%06Rio SEO0%
Rio SEO0%07Semrush Local0%
Semrush Local0%08Reputation0%
Reputation0%09Synup0%
Synup0%10Moz Local0%
What they warned about
Seven of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Perplexity Sonar, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
Yext29%
21 of 73 labels negative · 13 of 14 models · 4 hard negative
“Platforms to Avoid or Use Cautiously - Yext: Key risks: High cost ... especially "listing lock-in" or data reversion.” Grok 4.20, negative prompt
Moz Local
71%
17 of 24 labels negative · 12 of 14 models · 7 hard negative
“generally not recommended for large enterprises due to limited scalability, integration capabilities, and advanced features required at scale” Mistral Small, negative prompt
BrightLocal64%
18 of 28 labels negative · 12 of 14 models · 5 hard negative
“SMB-First & Local Agency Tools (Avoid for Enterprise Scale) *Examples: BrightLocal, Moz Local, Whitespark, Semrush Listing Management*” Gemini 3.5 Flash, negative prompt
Synup57%
8 of 14 labels negative · 7 of 14 models · 2 hard negative
“Synup: Pricing scales poorly with client volume; API access restricted to higher tiers” GLM 4.7 FlashX, 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
76 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. 904 links across 213 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.
48 answers · 92 citations · 13 models
vendor site · GBPPromote37 answers · 47 citations · 12 models
vendor site · Uberall30 answers · 66 citations · 9 models
vendor site · Guideflow23 answers · 30 citations · 9 models
vendor site · Birdeye23 answers · 28 citations · 13 models
vendor site · BrightLocal22 answers · 25 citations · 10 models
vendor site · Alchemer21 answers · 21 citations · 10 models
vendor site · Yext18 answers · 28 citations · 10 models
vendor site · SourceForge18 answers · 22 citations · 8 models
vendor site · SOCi13 answers · 15 citations · 9 models
publisher (Gane)13 answers · 14 citations · 8 models
vendor site · SocialPilot13 answers · 14 citations · 7 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.
23 answers · 12 models
22 answers · 11 models
20 answers · 10 models
18 answers · 8 models
15 answers · 9 models
13 answers · 7 models
12 answers · 8 models
12 answers · 9 models
11 answers · 6 models
11 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| Yext yext.com | 52% | 259 | 14,800 | 460 | 34,231 | 20 | ||
| SOCi meetsoci.com | 20% | 129 | 14,800 | 168 | 249,940 | |||
| Uberall uberall.com | 14% | 150 | 2,400 | 29 | 10,677 | $971 | 18 | 4 |
| Birdeye birdeye.com | 5% | 355 | 22,200 | 380 | 6,787,611 | $1,735 | 110 | 5 |
| LocalClarity localclarity.com | 5% | 10 | ||||||
| GBPPromote gbppromote.com | 2% | 40 | ||||||
| BrightLocal brightlocal.com | 2% | 202 | 9,900 | 103 | 36,255 | 55 | 1 | |
| Rio SEO rioseo.com | 0% | 13 | 480 | 0 | 9,899 | 5 | ||
| Semrush semrush.com Semrush Local 0% | 0% | 111 | 90,500 | 2,055 | 2,885,637 company | $1,727 | 103 | 7 |
| Reputation reputation.com | 0% | 121 | 40,500 | 271,545 | 42,552 | $8,985 | 11 |
Google's top ten for the two searches hold 16 sites; 4 of them are among the sites the models cited here (birdeye.com, brightlocal.com, g2.com, uberall.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 an enterprise B2B company?”Paraphrase“Which multi-location local SEO tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade local listings management platforms and how do they differ?”Budget-constrained“What is the best local listings management platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a local listings management platform. What should we look at?”Negative“Which local listings management platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5YextYextHeldYextSOCiagainst: Uberall, Yextno first choiceagainst: BrightLocal, Moz Local, Uberall, Vendasta, Yext
Two alternatives
Birdeye, UberallOne alternative
UberallThree alternatives
Birdeye, Synup, UberallGPT-5.4 miniYextBrightLocalChangedagainst: YextYextYextagainst: SOCi, Uberallno first choiceagainst: Uberall, Yext
Two alternatives
Rio SEO, UberallOne alternative
UberallFour alternatives
Partoo, Reputation, SOCi, UberallGemini 3.5 FlashYextYextHeldYextSOCiagainst: Yextno first choiceagainst: BrightLocal, Data Axle, DexYP, Foursquare, Hibu, Moz Local, Neustar, Press Ganey/Rio SEO, SOCi, Semrush Local, Thryv, Uberall, Whitespark, Yext
Two alternatives
Rio SEO, UberallThree alternatives
Chatmeter, Rio SEO, UberallFour alternatives
Reputation, Rio SEO, SOCi, UberallTwo alternatives
Rio SEO, UberallPerplexity SonarYextSOCiChangedYextagainst: BrightLocal, Moz LocalSOCino first choiceagainst: Birdeye, BrightLocal, Moz Local, Semrush Local, Synup
Four alternatives
Birdeye, SOCi, Semrush Local, UberallFour alternatives
Birdeye, Partoo, Uberall, YextFour alternatives
Birdeye, SOCi, Semrush Local, UberallOne alternative
YextGrok 4.20Yextagainst: SOCiYextHeldagainst: BrightLocal, Semrush LocalYextagainst: Moz Local, ReputationSOCiagainst: Birdeye, BrightLocal, PinMeTo, Reputation, Synup, YextYextagainst: Getpin, Moz Local, Podium, Yext
Two alternatives
Birdeye, UberallThree alternatives
Partoo, SOCi, UberallFive alternatives
Birdeye, BrightLocal, SOCi, Semrush Local, UberallOne alternative
UberallThree alternatives
Birdeye, BrightLocal, UberallMistral SmallYextYextHeldYextYextno first choiceagainst: BrightLocal, Moz Local, Synup, Yext
Three alternatives
Birdeye, Moz Local, UberallTwo alternatives
BrightLocal, UberallSix alternatives
Alchemer, Birdeye, SOCi, Semrush Local, Thryv, UberallTwo alternatives
SOCi, UberallDeepSeek V4 FlashYextagainst: BrightLocalYextHeldagainst: BrightLocal, Semrush LocalYextUberallagainst: Birdeye, BrightLocal, LocalClarity, Moz Local, Synup, YextYextagainst: BrightLocal, Moz Localagainst: BrightLocal, Chatmeter, Localo, Moz Local, Rio SEO, Synup, Yext
Three alternatives
Birdeye, SOCi, UberallOne alternative
UberallFour alternatives
Birdeye, Reputation, SOCi, UberallThree alternatives
Chatmeter, Rio SEO, UberallLlama 4 MaverickBirdeye, Uberall, YextUberall, YextChangedno first choiceYextUberallagainst: BrightLocal, Moz Local, Yext
Two alternatives
GBPPromote, RightChoice.aiOne alternative
GBPPromoteOne alternative
GBPPromoteThree alternatives
Birdeye, SOCi, YextQwen 3.7 FlashUberall, Yextagainst: BirdeyeYextChangedYextLocalClarityagainst: Yextno first choiceagainst: Facebook Page Updates, Localo, Moz Local, Podium, Reputation, Semrush Local, Yelp Direct, Yext
Two alternatives
BrightLocal, UberallFour alternatives
BrightEdge, Localeze, Moz Local, UberallOne alternative
UberallKimi K2YextUberallChangedYextagainst: Semrush LocalSOCiagainst: Birdeye, GBPPromote, LocalClarity, Uberallno first choiceagainst: BrightLocal, Moz Local, Synup, Uberall, Yext
Two alternatives
Reputation, UberallThree alternatives
Birdeye, SOCi, YextThree alternatives
Birdeye, SOCi, UberallOne alternative
YextGLM 4.7 FlashXUberall, YextBirdeyeChangedYextagainst: BrightLocalSOCiagainst: LocalClarityno first choiceagainst: Birdeye, Localo, Synup, Yext
Three alternatives
Birdeye, LocalClarity, SOCiTwo alternatives
SOCi, UberallSeven alternatives
Birdeye, Chatmeter, SOCi, Semrush Local, Synup, Uberall, WhitesparkOne alternative
UberallMiniMax M2.5SOCi, YextSOCiChangedYextagainst: Moz LocalLocalClarityBirdeye, SOCi, Uberall, Yextagainst: BrightLocal, Moz Local, Yext
Two alternatives
Semrush Local, UberallTwo alternatives
Uberall, YextFour alternatives
Birdeye, BrightLocal, Synup, UberallThree alternatives
Locl.ai, Yext, smt-listingsOne alternative
Semrush LocalGPT-6 LunaYextagainst: Google Business ProfileYextHeldagainst: Google Business ProfileYextSOCiagainst: Yextno first choiceagainst: BrightLocal, Moz Local, Reputation, Yext
One alternative
UberallTwo alternatives
SOCi, UberallSix alternatives
Alchemer Listings Management, Birdeye, Reputation, Rio SEO, SOCi, UberallOne alternative
UberallMuse Glimmer 30BYextYextHeldagainst: BrightLocal, GBPPromoteYextGBPPromote, LocalClarityagainst: Uberall, Yextno first choiceagainst: Localo, Moz Local, Synup, Yext
Two alternatives
Birdeye, UberallThree alternatives
Birdeye, SOCi, UberallFour alternatives
Birdeye, SOCi, Synup, UberallBold 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 11:50 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:43 | yes | 5 | 6 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 09:47 | yes | 12 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:54 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:39 | yes | 10 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:01 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:27 | yes | 24 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:32 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:41 | yes | 15 | 43 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:35 | yes | 14 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:54 | yes | 22 | 37 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:53 | yes | 10 | 33 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:07 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:16 | yes | 13 | 14 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:11 | yes | 13 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:45 | yes | 2 | 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 15:56 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:46 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:18 | yes | 5 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:37 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:17 | yes | 25 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:03 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:23 | yes | 5 | 51 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:51 | yes | 15 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:12 | yes | 14 | 57 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:02 | yes | 10 | 40 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:03 | yes | 3 | 20 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:37 | yes | 13 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:05 | yes | 16 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:43 | yes | 7 | 8 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 11:58 | no | 0 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:35 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:19 | yes | 5 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:31 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:55 | yes | 22 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:13 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:04 | no | 0 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:53 | yes | 19 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:57 | yes | 25 | 31 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:38 | yes | 8 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:33 | yes | 8 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:26 | yes | 14 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:26 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:37 | yes | 3 | 14 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 14:05 | yes | 15 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:11 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:52 | yes | 15 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:19 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:26 | yes | 24 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:28 | yes | 5 | 8 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:14 | yes | 15 | 70 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:39 | yes | 15 | 39 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:53 | yes | 22 | 102 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:56 | yes | 8 | 48 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:38 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:20 | yes | 21 | 40 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:54 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:22 | yes | 2 | 8 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 17:25 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:50 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:21 | yes | 15 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:11 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:31 | no | 0 | 29 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:32 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:33 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:47 | yes | 15 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:01 | yes | 15 | 33 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:56 | yes | 19 | 54 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:24 | yes | 2 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:51 | yes | 15 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:50 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:35 | yes | 4 | 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 16:07 | no | 0 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 17:31 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:29 | yes | 17 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:12 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:59 | yes | 25 | 47 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:29 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:58 | yes | 15 | 46 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:20 | yes | 25 | 68 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:12 | yes | 23 | 130 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:01 | yes | 15 | 54 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:43 | yes | 4 | 31 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:29 | yes | 23 | 30 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 read as Semrush Local
Semrush Listing Management read as Semrush Local
Unresolved, counted raw
DexYP
Facebook Page Updates
Getpin
Locl.ai
Lokalise
Mobal
Press Ganey/Rio SEO
PromoRepublic
Yelp Direct
smt-listings
Discontinued, still offered
No shut-down product was recommended here.