AI visibility and answer engine tracking tools for small business buyers
Asked as “AI visibility and answer engine tracking tool”, and as “tool for tracking brand visibility in AI answers”, on behalf of a small B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
31%
Contested · HubSpot AEO Grader 16%
31Otterly16HubSpot AEO Grader12Peec AI41others
31% of first choices, contested.
Since September 2026▼−19Since September 2026: 47% → 28%, −19 points. Past the 11-point floor: movement. Read over the models both editions asked.Otterly held the lead, −19 points on 47%, 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
Otterly31%Contested▼−19Since September 2026: 47% → 28%, −19 points. Past the 11-point floor: movement. Read over the models both editions asked.This pageMid-marketOtterly20%Contested▼−1Since September 2026: 20% → 19%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Profound55%Clear leader▼−9Since September 2026: 63% → 53%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Otterly31%Contested▼−19Since September 2026: 47% → 28%, −19 points. Past the 11-point floor: movement. Read over the models both editions asked.This pageMid-marketOtterly20%Contested▼−1Since September 2026: 20% → 19%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseProfound55%Clear leader▼−9Since September 2026: 63% → 53%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01Otterly31%4%49endorsed leader▼−19Since September 2026: 47% → 28%, −19 points. Past the 11-point floor: movement. Read over the models both editions asked.47% → 28%
Otterly31%4%49endorsed leader▼−19Since September 2026: 47% → 28%, −19 points. Past the 11-point floor: movement. Read over the models both editions asked.47% → 28%02
HubSpot AEO Grader16%2%43accepted challenger▲+10Since September 2026: 4% → 14%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 14%
HubSpot AEO Grader16%2%43accepted challenger▲+10Since September 2026: 4% → 14%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 14%03
Peec AI12%3%30accepted challenger▲+7Since September 2026: 4% → 12%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 12%
Peec AI12%3%30accepted challenger▲+7Since September 2026: 4% → 12%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 12%04
Semrush AI Visibility Toolkit8%8%36accepted challenger▲+9Since September 2026: 0% → 9%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 9%
Semrush AI Visibility Toolkit8%8%36accepted challenger▲+9Since September 2026: 0% → 9%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 9%05
Rankscale6%0%11accepted challenger▲+2Since September 2026: 2% → 5%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%
Rankscale6%0%11accepted challenger▲+2Since September 2026: 2% → 5%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%06
Ahrefs Brand Radar2%22%18accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Ahrefs Brand Radar2%22%18accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%07Profound2%62%16criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Profound2%62%16criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All twenty-eight head-to-head pages: the top eight products, each against each
Otterly vs Semrush AI Visibility ToolkitOtterly vs RankscaleOtterly vs SE RankingOtterly vs ScrunchPeec AI vs ProfoundPeec AI vs HubSpot AEO GraderPeec AI vs Semrush AI Visibility ToolkitPeec AI vs RankscalePeec AI vs SE RankingPeec AI vs ScrunchProfound vs HubSpot AEO GraderProfound vs Semrush AI Visibility ToolkitProfound vs RankscaleProfound vs SE RankingProfound vs ScrunchHubSpot AEO Grader vs Semrush AI Visibility ToolkitHubSpot AEO Grader vs RankscaleHubSpot AEO Grader vs SE RankingHubSpot AEO Grader vs ScrunchSemrush AI Visibility Toolkit vs RankscaleSemrush AI Visibility Toolkit vs SE RankingSemrush AI Visibility Toolkit vs ScrunchRankscale vs SE RankingRankscale vs ScrunchSE Ranking vs Scrunch
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 →
01020304050607Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Otterly31%
Otterly31%02HubSpot AEO Grader16%
HubSpot AEO Grader16%03Peec AI12%
Peec AI12%04Semrush AI Visibility Toolkit8%
Semrush AI Visibility Toolkit8%05Rankscale6%
Rankscale6%06Ahrefs Brand Radar2%
Ahrefs Brand Radar2%07Profound2%
Profound2%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Profound62%
10 of 16 labels negative · 7 of 14 models · 2 hard negative
“**Avoid unless budget allows:** Profound (enterprise-focused, expensive at scale)” Kimi K2, scale prompt
Ahrefs Brand Radar22%
4 of 18 labels negative · 4 of 14 models
“I’d verify that your real service, location, and comparison queries are included rather than relying on a broad index alone. Ahrefs currently lists custom prompts from $50/month” GPT-6 Luna, negative prompt
Scrunch100%
3 of 3 labels negative · 3 of 14 models
“Avoid: Enterprise-Scale Intelligence Suites **Examples:** *Profound, AthenaHQ, Limy, Scrunch AI*.” Gemini 3.5 Flash, negative prompt
Semrush AI Visibility Toolkit8%
3 of 36 labels negative · 3 of 14 models
“its complexity and cost can be overwhelming for an SMB... it is not a specialized AI visibility platform” Muse Glimmer 30B, 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
80 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. 1127 links across 285 sites, every framing counted. Ranked by the number of answers carrying the site or page. 1 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.
vendor site · HubSpot43 answers · 89 citations · 12 models
41 answers · 42 citations · 12 models
vendor site · Semrush34 answers · 64 citations · 13 models
vendor site · AirOps28 answers · 28 citations · 10 models
vendor site · HubSpot23 answers · 34 citations · 13 models
vendor site · Wellows23 answers · 28 citations · 10 models
22 answers · 22 citations · 11 models
vendor site · Otterly20 answers · 24 citations · 8 models
19 answers · 21 citations · 11 models
vendor site · Conductor18 answers · 18 citations · 8 models
15 answers · 25 citations · 9 models
vendor site · Geoptie13 answers · 17 citations · 8 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.
40 answers · 11 models
30 answers · 11 models
24 answers · 10 models
23 answers · 10 models
22 answers · 10 models
18 answers · 8 models
18 answers · 11 models
17 answers · 9 models
15 answers · 11 models
12 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 “ai visibility and answer engine tracking tool”, “best ai visibility and answer engine tracking tool”. 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 |
|---|---|---|---|---|---|---|---|
| Otterly otterly.ai | 31% | 103 | 880 | 5 | 1,612 | 23 | |
| HubSpot parent site HubSpot AEO Grader 16% | 16% | 80 | 368,000 | 9,776 | |||
| Peec AI peec.ai | 12% | 93 | 2,400 | 12 | 1,162 | 41 | |
| Semrush semrush.com Semrush AI Visibility Toolkit 8% | 8% | 105 | 90,500 | 2,055 | 2,885,637 company | $1,727 | 103 |
| Rankscale rankscale.ai | 6% | 32 | 480 | 1 | 891 | 5 | |
| Geoptie geoptie.com | 4% | 11 | |||||
| Wellows wellows.com | 4% | 8 | 5,400 | 169 | 4,197 | 11 | |
| Ahrefs ahrefs.com Ahrefs Brand Radar 2% | 2% | 54 | 49,500 | 1,338 | 1,260,839 company | $441 | 30 |
| Ayzeo ayzeo.com | 2% | 4 | |||||
| LLM Pulse llmpulse.ai | 2% | 4 |
Google's top ten for the two searches hold 17 sites; 3 of them are among the sites the models cited here (g2.com, hubspot.com, tryprofound.com). The first result for “ai visibility and answer engine tracking tool” is tryprofound.com.
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 AI visibility and answer engine tracking tool for a small B2B company?”Paraphrase“Which tool for tracking brand visibility in AI answers would you recommend to a small business that sells to other businesses?”Comparative“What are the top AI visibility and answer engine tracking tools for a small team and how do they differ?”Budget-constrained“What is the best AI visibility and answer engine tracking tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an AI visibility and answer engine tracking tool. What should we look at?”Negative“Which AI visibility and answer engine tracking tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Otterly, Peec AIOtterlyChangedFraseOtterly, Rankscaleno first choiceagainst: AthenaHQ, GetCito, HubSpot AEO Grader, Limy, Peec AI, Profound, Writesonic GEO
Three alternatives
Ayzeo, Mentionova, WellowsOne alternative
Writesonic GEOFive alternatives
LLMrefs, Otterly, Peec AI, Surfer SEO, ZipTieTwo alternatives
HubSpot AEO Grader, HubSpot AEO SensorGPT-5.4 miniAhrefs Brand Radar, ProfoundSemrush AI Visibility ToolkitChangedOtterlyOtterlyno first choicenothing named
Two alternatives
First Answer, JustBlankOne alternative
Peec AIThree alternatives
Peec AI, Rankscale, Semrush AI Visibility ToolkitOne alternative
Semrush AI Visibility ToolkitGemini 3.5 FlashOrchlyGeoptieChangedOtterly, Trackerly.aiGeoptie, HubSpot AEO Graderagainst: SE RankingAthenaHQ, Peec AIagainst: Petra Labs, Profoundagainst: AthenaHQ, Limy, Profound, Scrunch
Five alternatives
Ahrefs Brand Radar, Peec AI, Rankscale, Semrush AI Visibility Toolkit, Trackerly.aiThree alternatives
Ahrefs Brand Radar, Otterly, TopCitedFive alternatives
Geoptie, HubSpot AEO Grader, SE Ranking, Semrush AI Visibility Toolkit, Writesonic GEOTwo alternatives
Promptmonitor, RadarKitFive alternatives
Ahrefs Brand Radar, Otterly, Semrush AI Visibility Toolkit, Similarweb AI Search Intelligence, Trackerly.aiPerplexity SonarZip Tieagainst: ProfoundSemrush AI Visibility ToolkitChangedOtterlyOtterlyno first choicenothing named
Two alternatives
Semrush AI Visibility Toolkit, SiftlyThree alternatives
Birdeye AI Search, Otterly, RankscaleThree alternatives
Frase, Rankscale, Semrush AI Visibility ToolkitThree alternatives
Beamtrace, Peec AI, Semrush AI Visibility ToolkitGrok 4.1 FastOtterlySemrush AI Visibility ToolkitChangedagainst: ProfoundHubSpot AEO Grader, OtterlyOtterlyagainst: SEO.com's checkerno first choiceagainst: Ahrefs Brand Radar, Athena, Profound, Scrunch, Semrush AI Visibility Toolkit
Four alternatives
HubSpot AEO Grader, Peec AI, Profound, Semrush AI Visibility ToolkitOne alternative
Peec AIThree alternatives
Profound, Semrush AI Visibility Toolkit, ZipTieOne alternative
HubSpot AEO GraderMistral SmallOtterlyno first choiceChangedAirOps, Writesonic GEOno first choiceno first choicenothing named
Two alternatives
Otterly, Peec AIDeepSeek V4 FlashHubSpot AEO Grader, OtterlyHubSpot AEO GraderChangedSiftlyOtterlyLLM Pulse, Peec AIagainst: Otterlyagainst: Ahrefs Brand Radar
Two alternatives
AIclicks, SE Ranking AI Visibility TrackerFour alternatives
Ayzeo, Otterly, Peec AI, Semrush AI Visibility ToolkitThree alternatives
Otterly, Peec AI, PeekFour alternatives
HubSpot AEO Grader, LLMrefs, Nightwatch LLM Tracking, RankscaleOne alternative
SE VisibleLlama 4 Maverickno first choiceno first choiceHeldno first choiceno first choiceno first choicenothing named
Qwen 3.7 FlashSemrush AI Visibility Toolkit, Wellowsagainst: GaugeWellowsChangedHubSpot AEO GraderRankscaleno first choiceagainst: BrightEdge AI Catalystnothing named
One alternative
OtterlyThree alternatives
Otterly, Semrush AI Visibility Toolkit, Visby AITwo alternatives
Otterly, SE RankingThree alternatives
Algoroo, Seebility, Semrush AI Visibility ToolkitKimi K2AyzeoOtterlyChangedOtterlyagainst: ScrunchHubSpot AEO GraderPeec AIagainst: AirOps, Profoundagainst: AirOps, Profound, Semrush AI Visibility Toolkit
Five alternatives
Frase, HubSpot AEO Grader, Otterly, Peec AI, SE RankingTwo alternatives
HubSpot AEO Grader, Peec AISix alternatives
Cognizo, HubSpot AEO Grader, Menra, Peec AI, Profound, ZipTieTwo alternatives
Otterly, RankshiftThree alternatives
Geoptie, Otterly, SearchableGLM 4.7 FlashXRank PromptPeec AIChangedRankscaleagainst: AirOps, AnswerThePublic, Brand24Apify AI Brand Monitor, HubSpot AEO Graderno first choicenothing named
Four alternatives
Birdeye AI Search, HubSpot AEO Grader, Otterly, Semrush AI Visibility ToolkitTwo alternatives
GrackerAI, HubSpot AEO GraderSix alternatives
Ahrefs Brand Radar, HubSpot AEO Grader, Keyword.com, Semrush AI Visibility Toolkit, Surfer AI Tracker, ZipTieTwo alternatives
KinetixSEO, OtterlyMiniMax M2.5Trakkragainst: ProfoundHubSpot AEO GraderChangedno first choiceOtterlyno first choicenothing named
One alternative
OtterlyTwo alternatives
Ahrefs Brand Radar, Peec AIFour alternatives
Ahrefs Brand Radar, HubSpot AEO Grader, Mentionova, Semrush AI Visibility ToolkitTwo alternatives
AIclicks Free ChatGPT Tracker, HubSpot AEO GraderSix alternatives
AirOps, Cloro, Cognizo, Promptwatch, Semrush AI Visibility Toolkit, Similarweb AI Search IntelligenceGPT-6 LunaPeec AIOtterlyChangedOtterlyOtterlyno first choiceagainst: Ahrefs Brand Radar, Otterly
Two alternatives
HubSpot AEO Grader, OtterlyOne alternative
Semrush AI Visibility ToolkitThree alternatives
Ahrefs Brand Radar, Peec AI, Semrush AI Visibility ToolkitOne alternative
HubSpot AEO GraderMuse Glimmer 30BHubSpot AEO Grader, OtterlyHubSpot AEO GraderChangedHubSpot AEO Grader, Parse.gl, Semrush AI Visibility Toolkitagainst: BrightEdge AI CatalystOtterly, Rankscaleno first choiceagainst: Ahrefs Brand Radar, Profound, Semrush AI Visibility Toolkit
Two alternatives
Mentionlytics, Peec AITwo alternatives
AIclicks, OtterlyFour alternatives
HubSpot AEO Grader, Keyword.com AI Tracker, Trackerly.ai, ZipTieBold 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 | 2026-10-01 13:00 | yes | 18 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:29 | yes | 5 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:27 | yes | 12 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:08 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:50 | yes | 21 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:55 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:04 | yes | 23 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:42 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:47 | yes | 22 | 43 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:00 | yes | 15 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:06 | yes | 21 | 126 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:01 | yes | 25 | 47 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:30 | yes | 3 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:42 | yes | 23 | 36 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:11 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:14 | yes | 4 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:43 | yes | 23 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 07:58 | yes | 19 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:46 | yes | 22 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:39 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:33 | yes | 22 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:24 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:41 | yes | 9 | 22 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:50 | yes | 10 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:05 | yes | 14 | 65 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:48 | yes | 5 | 15 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:38 | yes | 2 | 22 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:04 | yes | 12 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:46 | yes | 17 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:47 | yes | 6 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:57 | yes | 12 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 14:06 | yes | 20 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:44 | yes | 20 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:07 | yes | 8 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:25 | yes | 24 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:29 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:29 | yes | 20 | 21 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:37 | yes | 25 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:35 | yes | 25 | 23 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:52 | yes | 24 | 37 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:36 | yes | 4 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:32 | yes | 23 | 48 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:42 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:18 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:05 | yes | 25 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 12:41 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:03 | yes | 24 | 5 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:29 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:40 | yes | 23 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 14:01 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:41 | yes | 15 | 76 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:42 | yes | 10 | 12 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:50 | yes | 15 | 40 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:19 | yes | 14 | 18 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:18 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:23 | yes | 17 | 47 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:30 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:26 | yes | 5 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:17 | yes | 14 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:45 | yes | 17 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:49 | yes | 15 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:45 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:18 | yes | 22 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:20 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:54 | no | 0 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:52 | yes | 23 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:19 | yes | 15 | 22 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:35 | yes | 5 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:44 | yes | 1 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:22 | yes | 14 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:37 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:34 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:59 | yes | 15 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:14 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:32 | yes | 19 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:37 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:26 | yes | 25 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:29 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:08 | no | 0 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 14:04 | yes | 25 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:26 | yes | 22 | 59 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:15 | yes | 10 | 20 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:44 | yes | 3 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:24 | yes | 22 | 51 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
Ahrefs read as Ahrefs Brand Radar
Ahrefs (Brand Radar) read as Ahrefs Brand Radar
Birdeye read as Birdeye AI Search
BrightEdge read as BrightEdge AI Catalyst
HubSpot read as HubSpot AEO Grader
HubSpot's AEO Grader read as HubSpot AEO Grader
HubSpot's AI Search Grader read as HubSpot AEO Grader
HubSpot's free AI Search Grader read as HubSpot AEO Grader
SEMrush read as Semrush AI Visibility Toolkit
Semrush read as Semrush AI Visibility Toolkit
Semrush (AI Visibility Toolkit) read as Semrush AI Visibility Toolkit
Semrush's AI Visibility Toolkit read as Semrush AI Visibility Toolkit
Similarweb (GenAI Intelligence) read as Similarweb AI Search Intelligence
Writesonic read as Writesonic GEO
Writesonic (GEO Suite) read as Writesonic GEO
Unresolved, counted raw
AI Search Grader
AIclicks Free ChatGPT Tracker
Algoroo
Apify AI Brand Monitor
BrandViz AI
Elfsight
GetCito
HubSpot
e
s AI Search Grader
HubSpot AEO Sensor
JustBlank
KinetixSEO
Menra
Nightwatch LLM Tracking
Notion AI
Orchly
SEO Minion
SEO.com's checker
Seebility
Surfer AI Tracker
TopCited
Visby AI
Zip Tie
Discontinued, still offered
No shut-down product was recommended here.