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. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
46%
Clear leader
46BrightLocal37Moz Local08SE Ranking10others
46% of first choices, clear leader.
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.
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 rateLabelsQuadrant
Show the five products at 0%, ordered by negative rate
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 zero times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
BrightLocal vs Semrush LocalBrightLocal vs WhitesparkBrightLocal vs UberallBrightLocal vs BirdeyeMoz Local vs SynupMoz Local vs YextMoz Local vs Semrush LocalMoz Local vs WhitesparkMoz Local vs UberallMoz Local vs BirdeyeSynup vs YextSynup vs Semrush LocalSynup vs WhitesparkSynup vs UberallSynup vs BirdeyeYext vs Semrush LocalYext vs WhitesparkYext vs UberallYext vs BirdeyeSemrush Local vs WhitesparkSemrush Local vs UberallSemrush Local vs BirdeyeWhitespark vs UberallWhitespark vs BirdeyeUberall vs Birdeye
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
03
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01BrightLocal46%
BrightLocal46%02Moz Local37%
03Synup4%
Synup4%04Whitespark4%
Whitespark4%05Semrush Local0%
Semrush Local0%06Google Business Profile0%
Google Business Profile0%07Birdeye0%
Birdeye0%08Uberall0%
Uberall0%09Yext0%
Yext0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, MiniMax M2.5 and Muse Glimmer 30B 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.
Yext75%
42 of 56 labels negative · 13 of 14 models · 17 hard negative
“Small businesses should avoid or exercise extreme caution when dealing with the following three categories... **Primary Example:** Yext” Gemini 3.5 Flash, negative prompt
Uberall52%
13 of 25 labels negative · 9 of 14 models · 4 hard negative
“Uberall is a powerhouse for large chains, but it is frequently cited as **unsuitable for small businesses**.” GLM 4.7 FlashX, negative prompt
Birdeye38%
12 of 32 labels negative · 6 of 14 models · 4 hard negative
“**Primary Examples:** Birdeye, Reputation ... their sales teams frequently target small businesses with aggressive terms” Gemini 3.5 Flash, negative prompt
Moz Local
11%
6 of 56 labels negative · 4 of 14 models
“Yext (and occasionally platforms like Moz Local or Synup depending on how they are utilized)” Gemini 3.5 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
79 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. 1057 links across 204 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Guideflow51 answers · 100 citations · 12 models
vendor site · Birdeye49 answers · 65 citations · 12 models
vendor site · BrightLocal48 answers · 94 citations · 12 models
35 answers · 55 citations · 13 models
28 answers · 35 citations · 11 models
vendor site · LinkedIn23 answers · 28 citations · 10 models
22 answers · 22 citations · 9 models
vendor site · Semrush21 answers · 26 citations · 8 models
vendor site · GBPPromote20 answers · 27 citations · 10 models
19 answers · 27 citations · 10 models
17 answers · 26 citations · 9 models
vendor site · WebFX17 answers · 17 citations · 9 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.
41 answers · 12 models
36 answers · 12 models
33 answers · 11 models
22 answers · 9 models
21 answers · 10 models
20 answers · 10 models
19 answers · 9 models
17 answers · 9 models
16 answers · 5 models
16 answers · 11 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 | 46% | 205 | 9,900 | 103 | 36,255 | 55 | 1 | |
| Moz Local | 37% | 1,300 | 76 | |||||
| SE Ranking seranking.com | 8% | 97 | 8,100 | 207 | 309,691 | $2,632 | 50 | |
| Synup synup.com | 4% | 72 | 590 | 15 | 3,480 | 1 | ||
| Whitespark whitespark.ca | 4% | 39 | 2,400 | 16 | 5,495 | |||
| LocalFX | 2% | |||||||
| Semrush parent site Semrush Local 0%, Semrush Listing Management 0% | 0% | 71 | 90,500 | 2,055 | ||||
| Google parent site Google Business Profile 0% | 0% | 63 | 550,000 | 1,719 | ||||
| Bing Places | 0% | |||||||
| Apple Business Connect | 0% |
Google's top ten for the two searches hold 16 sites; 5 of them are among the sites the models cited here (birdeye.com, brightlocal.com, g2.com, linkedin.com, semrush.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 4.5no first choiceBrightLocalChangedMoz LocalMoz Localno first choiceagainst: BrightLocal, Local Clarity, Partoo, PinMeTo, Uberall, Yext
Four alternatives
Moz Local, SE Ranking, Uberall, YextFour alternatives
BrightLocal, Semrush Local, Synup, ThryvThree alternatives
BrightLocal, GBPPromote, SynupGPT-5.4 miniBrightLocalagainst: YextBrightLocalHeldBrightLocalagainst: Uberall, YextBrightLocalagainst: Birdeye, Uberall, Yextno first choiceagainst: Moz Local, Semrush Listing Management, Uberall, Yext
Two alternatives
SOCi, Semrush LocalThree alternatives
Birdeye, Uberall, YextThree alternatives
Moz Local, Semrush Local, SynupOne alternative
Moz LocalGemini 3.5 FlashBrightLocal, Whitesparkagainst: Birdeye, Uberall, YextBrightLocalChangedagainst: Birdeye, YextBrightLocalagainst: Birdeye, Uberall, YextWhitesparkagainst: YextBrightLocalagainst: Birdeye, Podium, Uberall, Yextagainst: Birdeye, Moz Local, Reputation, Synup, Yext
One alternative
Semrush LocalThree alternatives
Local Falcon, Localo, Semrush LocalThree alternatives
Moz Local, Semrush Local, WhitesparkFive alternatives
Apple Business Connect, Bing Places, BrightLocal, Google Business Profile, Moz LocalTwo alternatives
Semrush Local, WhitesparkPerplexity SonarMoz Localagainst: Synup, YextBrightLocalChangedMoz LocalMoz Localno first choiceagainst: Birdeye, SOCi, Thryv, Uberall, Vendasta, Yext
One alternative
BrightLocalOne alternative
SE RankingFour alternatives
Birdeye, BrightLocal, Semrush Listing Management, SynupTwo alternatives
BrightLocal, WhitesparkGrok 4.1 FastBrightLocalagainst: YextBrightLocalHeldagainst: Moz Local, Semrush Local, YextBrightLocalagainst: YextMoz Localagainst: LocaliQ, Marketing 360, Whitespark, Yextno first choiceagainst: BrightLocal, Moz Local, Yext
Two alternatives
Moz Local, WhitesparkTwo alternatives
Birdeye, SOCiThree alternatives
Moz Local, Semrush Listings Management, WhitesparkOne alternative
BrightLocalFour alternatives
Birdeye, Chatmeter, SOCi, ThryvMistral SmallMoz LocalSE RankingChangedBirdeyeMoz Local, Synupno first choiceagainst: Birdeye, Yext
Two alternatives
Birdeye, LocalFXFive alternatives
BrightLocal, Marketing 360, PinMeTo, SOCi, YextDeepSeek V4 FlashMoz Localagainst: Uberall, YextBrightLocalChangedagainst: SingleInterface, YextBrightLocal, Moz Localagainst: YextMoz Localagainst: YextBrightLocal, Moz Local, Synupagainst: 411 Locals, LocalFX, Yext
Two alternatives
BrightLocal, Semrush LocalThree alternatives
Moz Local, Semrush Local, WhitesparkFour alternatives
Birdeye, Semrush Listing Management, Semrush Local, UberallTwo alternatives
BrightLocal, Google Business ProfileTwo alternatives
Birdeye, YextLlama 4 MaverickLocalFX, Moz LocalSE RankingChangedMoz LocalMoz Localno first choicenothing named
Two alternatives
BrightLocal, GuideflowTwo alternatives
BrightLocal, SynupQwen 3.7 FlashBrightLocal, Moz Localagainst: Uberall, YextBrightLocalChangedBrightLocalagainst: Semrush Local, YextMoz Localno first choiceagainst: 411 Locals, Chatmeter, LocaliQ Listings, ReachLocal, Surefire Local, Yext, Yodle
One alternative
Semrush Listing ManagementTwo alternatives
GBPPromote, SE RankingTwo alternatives
Birdeye, Moz LocalTwo alternatives
BrightLocal, Google Business ProfileKimi K2BrightLocalBrightLocalHeldagainst: Birdeye, Moz Local, YextBrightLocal, Moz Localagainst: Birdeye, Semrush Local, Uberall, YextMoz Localagainst: Birdeye, YextBrightLocalagainst: Moz Local, Yext
Three alternatives
Moz Local, Semrush Listing Management, YextOne alternative
SynupFive alternatives
Bing Places, BrightLocal, Google Business Profile, Semrush Listing Management, Yelp for BusinessThree alternatives
Birdeye, Moz Local, Semrush Listing ManagementGLM 4.7 FlashXBrightLocalagainst: YextBrightLocalHeldBrightLocal, Moz Localagainst: BirdeyeBrightLocal, Moz Localno first choiceagainst: Uberall, Yext
One alternative
Semrush LocalOne alternative
GBPPromoteTwo alternatives
Semrush Local, SynupOne alternative
Google Business ProfileMiniMax M2.5Moz LocalBrightLocal, SE RankingChangedagainst: YextBrightLocalagainst: YextMoz Localagainst: BrightLocalno first choiceagainst: 411 Locals, Yext
Two alternatives
Birdeye, SynupTwo alternatives
Moz Local, Semrush LocalTwo alternatives
Synup, ThryvSix alternatives
Birdeye, BrightLocal, Chatmeter, Synup, Uberall, YextGPT-6 LunaBrightLocalBrightLocalHeldBrightLocalagainst: YextMoz Localno first choiceagainst: Semrush Local, Yext
One alternative
Semrush LocalTwo alternatives
BrightLocal Grow, Semrush LocalTwo alternatives
Moz Local, Semrush LocalTwo alternatives
BrightLocal Manage, Semrush LocalMuse Glimmer 30BBrightLocalagainst: YextSE RankingChangedBrightLocalagainst: YextMoz Localagainst: Uberall, Yextno first choiceagainst: Yext
Three alternatives
Moz Local, Semrush Listing Management, WhitesparkOne alternative
BrightLocalThree alternatives
Birdeye, Moz Local, WhitesparkFour alternatives
Bing Places, BrightLocal, Google Business Profile, YelpBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-05 00:29 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:20 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:13 | yes | 17 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:18 | yes | 18 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:54 | yes | 24 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:16 | yes | 5 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:19 | yes | 23 | 32 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:47 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:13 | yes | 9 | 18 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:03 | yes | 9 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:00 | yes | 25 | 62 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:25 | yes | 13 | 28 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:32 | yes | 3 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:46 | yes | 14 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:41 | yes | 16 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:31 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:29 | yes | 10 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:31 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:41 | yes | 21 | 23 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:53 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:40 | yes | 24 | 54 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:12 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:24 | yes | 8 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:31 | yes | 22 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:55 | yes | 23 | 79 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:58 | yes | 5 | 18 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:45 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:37 | yes | 17 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:34 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:03 | yes | 3 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:21 | yes | 18 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:18 | yes | 18 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:13 | yes | 24 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:14 | yes | 10 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:38 | yes | 23 | 96 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:36 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:19 | yes | 10 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:15 | yes | 19 | 46 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:01 | yes | 17 | 179 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:43 | yes | 8 | 18 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:40 | yes | 5 | 35 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:14 | yes | 15 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:25 | yes | 10 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:19 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:42 | yes | 12 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:51 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:54 | yes | 25 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:41 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:19 | yes | 24 | 57 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:00 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:25 | yes | 13 | 49 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:37 | yes | 14 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:01 | yes | 25 | 26 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:00 | yes | 10 | 19 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:35 | yes | 2 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:57 | yes | 15 | 13 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:15 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:21 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:24 | yes | 11 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:43 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:14 | yes | 17 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:50 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:26 | yes | 21 | 97 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:38 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:32 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:38 | yes | 14 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:16 | yes | 12 | 33 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:52 | yes | 5 | 23 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:39 | yes | 3 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:22 | yes | 12 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:29 | yes | 9 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:57 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:02 | yes | 18 | 31 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:17 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:56 | yes | 22 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:29 | yes | 10 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:38 | yes | 25 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:37 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:33 | yes | 17 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:02 | yes | 25 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:55 | yes | 23 | 33 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:20 | yes | 18 | 21 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:27 | yes | 5 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:02 | yes | 24 | 24 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Semrush read as Semrush Local
Semrush (Listing Management) read as Semrush Local
Unresolved, counted raw
BrightLocal Grow
BrightLocal Manage
GoMoz
Local Clarity
Semrush Listings
YellowPages
Discontinued, still offered
No shut-down product was recommended here.