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. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Gane, the publisher, sells software in this category. Every product here is measured by the same method as in every other category. How the conflict is handled.
Standing · first-choice share
51%
Clear leader
51Otterly11Peec AI09HubSpot AEO Tool28others
51% of first choices, clear leader.
Since October 2026▲+20Since October 2026: 31% → 51%, +20 points. Past the 11-point floor: movement.Otterly held the lead, +20 points on 31%, 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
Otterly51%Clear leader▲+20Since October 2026: 31% → 51%, +20 points. Past the 11-point floor: movement.This pageMid-market
Peec AI24%Contested↗new leaderNew leader since October 2026: Peec AI (24%) replaces Otterly (20% then, 20% now), 4 points clear, inside the 11-point floor.Standing →Enterprise
Profound49%Clear leader▼−6Since October 2026: 55% → 49%, −6 points. Inside the 11-point floor: within noise.Standing →
Otterly51%Clear leader▲+20Since October 2026: 31% → 51%, +20 points. Past the 11-point floor: movement.This pageMid-marketPeec AI24%Contested↗new leaderNew leader since October 2026: Peec AI (24%) replaces Otterly (20% then, 20% now), 4 points clear, inside the 11-point floor.Standing →EnterpriseProfound49%Clear leader▼−6Since October 2026: 55% → 49%, −6 points. Inside the 11-point floor: within noise.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
01Otterly51%8%63endorsed leader▲+20Since October 2026: 31% → 51%, +20 points. Past the 11-point floor: movement.31% → 51%
Otterly51%8%63endorsed leader▲+20Since October 2026: 31% → 51%, +20 points. Past the 11-point floor: movement.31% → 51%02Peec AI11%5%39accepted challenger▼−1Since October 2026: 12% → 11%, −1 point. Inside the 11-point floor: within noise.12% → 11%
Peec AI11%5%39accepted challenger▼−1Since October 2026: 12% → 11%, −1 point. Inside the 11-point floor: within noise.12% → 11%03
HubSpot AEO Tool9%12%40accepted challenger▼−7Since October 2026: 16% → 9%, −7 points. Inside the 11-point floor: within noise.16% → 9%
HubSpot AEO Tool9%12%40accepted challenger▼−7Since October 2026: 16% → 9%, −7 points. Inside the 11-point floor: within noise.16% → 9%04
Semrush AI Visibility Toolkit4%31%45criticized challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise.8% → 4%
Semrush AI Visibility Toolkit4%31%45criticized challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise.8% → 4%05
Ahrefs Brand Radar2%32%31criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Ahrefs Brand Radar2%32%31criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the three products at 0%, ordered by negative rate
08Profound0%75%32criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Profound0%75%32criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%07
AthenaHQ0%73%11criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
AthenaHQ0%73%11criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%06
Rankscale0%7%14accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%
Rankscale0%7%14accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 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 small business.
All twenty-one head-to-head pages: the top seven products, each against each
Peec AI vs HubSpot AEO ToolPeec AI vs Semrush AI Visibility ToolkitPeec AI vs ConductorOtterly vs ProfoundOtterly vs ScrunchOtterly vs HubSpot AEO ToolOtterly vs Semrush AI Visibility ToolkitOtterly vs ConductorProfound vs ScrunchProfound vs HubSpot AEO ToolProfound vs Semrush AI Visibility ToolkitProfound vs ConductorScrunch vs HubSpot AEO ToolScrunch vs Semrush AI Visibility ToolkitScrunch vs ConductorHubSpot AEO Tool vs Semrush AI Visibility ToolkitHubSpot AEO Tool vs ConductorSemrush AI Visibility Toolkit vs Conductor
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 →
0102030405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Otterly51%
Otterly51%02Peec AI11%
Peec AI11%03HubSpot AEO Tool9%
HubSpot AEO Tool9%04Semrush AI Visibility Toolkit4%
Semrush AI Visibility Toolkit4%05Ahrefs Brand Radar2%
Ahrefs Brand Radar2%06Rankscale0%
Rankscale0%07AthenaHQ0%
AthenaHQ0%08Profound0%
Profound0%What they warned about
Six 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, MiniMax M2.5 and GPT-6 Luna 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.
Profound75%
24 of 32 labels negative · 14 of 14 models · 13 hard negative
“Tools such as Profound, AthenaHQ, Limy, and Scrunch AI are flagged as unsuitable for small businesses due to their complexity and high cost.” Mistral Small, negative prompt
Semrush AI Visibility Toolkit31%
14 of 45 labels negative · 11 of 14 models · 2 hard negative
“considered too complex and costly for small businesses, and is not a specialized AI visibility platform” Llama 4 Maverick, negative prompt
Scrunch100%
9 of 9 labels negative · 9 of 14 models · 6 hard negative
“flagged as unsuitable for small businesses due to their complexity and high cost” Mistral Small, negative prompt
Ahrefs Brand Radar32%
10 of 31 labels negative · 8 of 14 models · 2 hard negative
“Avoid paying for expensive enterprise tools like Semrush AI Visibility ($99+/mo) or Ahrefs add-ons” MiniMax M2.5, budget 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
82 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. 986 links across 327 sites, every framing counted. Ranked by the number of answers carrying the site or page. 64 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 · HubSpot36 answers · 69 citations · 12 models
vendor site · Sona28 answers · 42 citations · 10 models
publisher (Gane)25 answers · 25 citations · 9 models
vendor site · Otterly24 answers · 37 citations · 10 models
vendor site · Semrush16 answers · 18 citations · 9 models
16 answers · 16 citations · 7 models
12 answers · 22 citations · 5 models
vendor site · Capterra12 answers · 19 citations · 7 models
vendor site · HubSpot12 answers · 16 citations · 10 models
12 answers · 12 citations · 8 models
vendor site · DeepSmith11 answers · 12 citations · 8 models
10 answers · 17 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 · 9 models
21 answers · 9 models
19 answers · 9 models
16 answers · 7 models
13 answers · 7 models
12 answers · 8 models
10 answers · 5 models
10 answers · 6 models
10 answers · 5 models
9 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 | 51% | 124 | 880 | 5 | 1,612 | 23 | |
| Peec AI peec.ai | 11% | 112 | 2,400 | 12 | 1,162 | 41 | |
| HubSpot parent site HubSpot AEO Tool 9% | 9% | 90 | 368,000 | 9,776 | |||
| Searcherries | 6% | ||||||
| Semrush parent site Semrush AI Visibility Toolkit 4% | 4% | 118 | 90,500 | 2,055 | |||
| Ahrefs ahrefs.com Ahrefs Brand Radar 2%, Ahrefs AI Visibility Checker 2% | 4% | 72 | 49,500 | 1,338 | 1,260,839 company | $441 | 30 |
| GetIntel getintel.ai | 2% | 13 | |||||
| Rank Prompt rankprompt.com | 2% | 2 | |||||
| LLM Pulse llmpulse.ai | 2% | 3 | |||||
| Mentionova mentionova.com | 2% | 6 |
Google's top ten for the two searches hold 17 sites; 2 of them are among the sites the models cited here (g2.com, hubspot.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 4.5Mentionova, OtterlyArobis AI Visibility CheckerChangedPeec AIOtterlyno first choiceagainst: Profound, Scrunch, Semrush AI Visibility Toolkit
Two alternatives
AIclicks, ProductRank.aiThree alternatives
Ahrefs Brand Radar, Otterly, SORN AIFour alternatives
LLMrefs, Otterly, Rankscale, Semrush AI Visibility ToolkitTwo alternatives
HubSpot AEO Tool, RankscaleGPT-5.4 miniHubSpot AEO ToolSemrush AI Visibility ToolkitChangedOtterlyAhrefs Brand Radaragainst: Profoundno first choicenothing named
Three alternatives
AI Visibility Tracker, Semrush AI Visibility Toolkit, VisibilityTwo alternatives
Otterly, ProfoundTwo alternatives
Profound, RankscaleThree alternatives
Local Falcon, SE Ranking, free AI Visibility CheckerGemini 3.5 FlashPeec AIagainst: Brandi AI, ProfoundPeec AIHeldagainst: ProfoundGeoptie, OtterlySearcherriesagainst: AthenaHQ, ProfoundPeec AI, ZipTieagainst: Profound, Scrunchagainst: Botify, BrightEdge AI Catalyst, Profound
Four alternatives
HubSpot AEO Tool, Otterly, Semrush AI Visibility Toolkit, ZipTieThree alternatives
Otterly, Rankscale, Semrush AI Visibility ToolkitSix alternatives
Ahrefs Brand Radar, HubSpot AEO Tool, Peec AI, RadarKit, Rankscale, Semrush AI Overview TrackerFive alternatives
Geoptie, HubSpot AEO Tool, Otterly, Rankscale, SE RankingFive alternatives
Geoptie, OmniSEO®, Otterly, Semrush AI Visibility Toolkit, Sight AIPerplexity SonarHubSpot AEO Toolagainst: Semrush AI Visibility Toolkit, Sona AI VisibilityOtterlyChangedOtterly, Peec AIagainst: Ahrefs Brand Radar, Semrush AI Visibility ToolkitOtterlyagainst: Profoundno first choicenothing named
Two alternatives
Otterly, Peec AITwo alternatives
Semrush AI Visibility Toolkit, Sona AI VisibilityFour alternatives
GetIntel, HubSpot AEO Tool, LLMrefs, RankscaleTwo alternatives
HubSpot AEO Tool, LLMrefsGrok 4.20HubSpot AEO Toolagainst: Meltwater, ProfoundOtterlyChangedagainst: Moz AI VisibilityAskWatch, Semrush AI Visibility Toolkitagainst: Ahrefs Brand Radar, AthenaHQ, Profound, Writesonic GEOOtterlyno first choiceagainst: Ahrefs Brand Radar, AthenaHQ, Profound, Semrush AI Visibility Toolkit
Two alternatives
AskWatch, MentionlyticsTwo alternatives
HubSpot AEO Tool, Peec AIThree alternatives
HubSpot AEO Tool, Mentionova, Peec AITwo alternatives
Astiva AI, HubSpot AEO ToolMistral SmallHubSpot AEO Tool, OtterlyGetIntel, Peec AIChangedAskWatchagainst: ProfoundOtterlyno first choiceagainst: AthenaHQ, ChatGPT, Gemini, Limy, Perplexity, Profound, Scrunch, Semrush AI Visibility Toolkit
Three alternatives
Astiva AI, GetIntel, Sona AI VisibilityFive alternatives
Ahrefs Brand Radar, Peec AI, SEOptimer, Semrush AI Visibility Toolkit, xSeekOne alternative
AthenaHQDeepSeek V4 FlashOtterlyOtterlyHeldOtterly, Peec AIRank PromptLLM Pulseagainst: Ahrefs Brand Radar, Profoundagainst: Profound, Rank Ranger, SE Ranking, Scrunch, Similarweb AI Search Intelligence, ZipTie
Two alternatives
Peec AI, SiftlyOne alternative
Semrush AI Visibility ToolkitFive alternatives
Ahrefs Brand Radar, AskWatch, Rankscale, Semrush AI Visibility Toolkit, ZipTieTwo alternatives
AskWatch, OtterlyFive alternatives
HubSpot AEO Tool, Otterly, Peec AI, Semrush AI Visibility Toolkit, VismoreLlama 4 MaverickOtterlyIndexlyChangedOtterly, Rank PromptOtterlyno first choiceagainst: AthenaHQ, HubSpot AEO Tool, Otterly, Peec AI, Profound, Semrush AI Visibility Toolkit
Five alternatives
Adobe Brand Visibility, Astiva AI, Brand24, Otterly, Wonnda SignalTwo alternatives
Athena, Peec AITwo alternatives
Honeyb, Peec AIQwen 3.7 FlashOtterlyOtterlyHeldOtterlyagainst: Kite, ProfoundOtterlyagainst: HubSpot AEO Tool, Profou, Scrunch, Semrush AI Visibility ToolkitOtterlyagainst: Eclincher, Profound, Rankscale
Four alternatives
Ahrefs Brand Radar, HubSpot AEO Tool, Peec AI, Semrush AI Visibility ToolkitThree alternatives
Apify, Indexly.ai, SteadyScrapeThree alternatives
Ahrefs Brand Radar, AskWatch, Peec AIOne alternative
Qer.aiSix alternatives
Ahrefs Brand Radar, HubSpot AEO Tool, Peec AI, SE Ranking, Semrush AI Visibility Toolkit, VisbyKimi K2OtterlyOtterlyHeldOtterlyagainst: Semrush AI Visibility ToolkitOtterlySemrush AI Visibility Toolkitagainst: Ahrefs Brand Radar, GetCito, Otterly, Peec AI, Profound, Scrunch, Semrush AI Visibility Toolkit, ZipTie
Two alternatives
HeyAmos, Peec AITwo alternatives
Airefs, Semrush AI Visibility ToolkitThree alternatives
Ahrefs Brand Radar, HubSpot AEO Tool, Peec AIThree alternatives
Ayzeo, HubSpot AEO Tool, RankscaleThree alternatives
Geneo, Peec AI, ProfoundGLM 4.7 FlashXOtterlyOtterlyHeldagainst: Ahrefs Brand RadarGetIntelagainst: HubSpot AEO ToolOtterlyagainst: HubSpot AEO Toolno first choiceagainst: AthenaHQ, Profound, Semrush AI Visibility Toolkit
Three alternatives
GetIntel, Peec AI, Sona AI VisibilityOne alternative
AIclicksThree alternatives
LLM Pulse, LLMrefs, OtterlyTwo alternatives
Ahrefs AI Visibility Checker, Apify AI Answer ScraperMiniMax M2.5SearcherriesOtterlyChangedPeec AISearcherriesagainst: Ahrefs Brand Radar, Semrush AI Visibility ToolkitAhrefs AI Visibility Checkeragainst: Adobe Brand Visibilityagainst: Ahrefs Brand Radar, AthenaHQ, Limy, Otterly, Profound, Scrunch, Semrush AI Visibility Toolkit
Three alternatives
DeepSmith, Otterly, Peec AITwo alternatives
BrandRadar, HubSpot AEO ToolFour alternatives
AEO Vision, Otterly, Semrush AI Visibility Toolkit, ZipTieThree alternatives
Beamtrace, HubSpot AEO Tool, OtterlyThree alternatives
HubSpot AEO Tool, Otterly, RankscaleGPT-6 LunaHubSpot AEO ToolPeec AIChangedOtterlyOtterlyPeec AIagainst: Profoundagainst: Ahrefs Brand Radar, HubSpot AEO Tool, Otterly, Profound, Scrunch, Semrush AI Visibility Toolkit
Two alternatives
Otterly, Semrush AI Visibility ToolkitOne alternative
OtterlyThree alternatives
HubSpot AEO Tool, Peec AI, Semrush AI Visibility ToolkitOne alternative
HubSpot AEO ToolThree alternatives
Ahrefs Brand Radar, Otterly, Semrush AI Visibility ToolkitMuse Glimmer 30BOtterlyOtterlyHeldAskWatchOtterlyOpttabagainst: Ahrefs Brand Radar, AthenaHQ, Limy, Otterly, Profound, Scrunch, Semrush AI Visibility Toolkit
Five alternatives
DeepSmith, HubSpot AEO Tool, Peec AI, Profound, Sona AI VisibilityTwo alternatives
HubSpot AEO Tool, Semrush AI Visibility ToolkitFour alternatives
Honeyb, HubSpot AEO Tool, Otterly, Peec AIFour alternatives
AthenaHQ, Ayzeo, Limelit, RankscaleOne alternative
HubSpot AEO ToolBold 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 17:24 | yes | 19 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:18 | 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 09:01 | yes | 16 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:31 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:32 | yes | 5 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:30 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:44 | yes | 25 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:20 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:55 | yes | 10 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:36 | yes | 20 | 46 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:59 | yes | 25 | 97 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:07 | yes | 5 | 21 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:24 | yes | 3 | 23 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:20 | yes | 15 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:08 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:35 | yes | 4 | 6 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 11:05 | yes | 11 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:11 | yes | 10 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:09 | yes | 5 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:50 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:55 | yes | 22 | 35 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:56 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:11 | yes | 5 | 57 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:28 | yes | 10 | 32 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:03 | yes | 24 | 35 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:06 | yes | 15 | 35 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:58 | yes | 2 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:59 | yes | 11 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:40 | yes | 19 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:46 | yes | 5 | 9 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 11:53 | yes | 9 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:38 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:51 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:43 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:15 | yes | 25 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:58 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:45 | yes | 15 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:32 | yes | 25 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:24 | yes | 24 | 38 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:25 | yes | 9 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:20 | yes | 4 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:15 | yes | 23 | 44 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:47 | yes | 19 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:02 | yes | 5 | 6 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 12:04 | yes | 13 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 15:30 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:36 | yes | 20 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:51 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:17 | yes | 25 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:46 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:59 | yes | 5 | 20 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:09 | yes | 10 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:01 | yes | 15 | 58 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:08 | yes | 10 | 25 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:56 | yes | 2 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:00 | yes | 15 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:17 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:03 | 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 16:33 | yes | 16 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:33 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:37 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:08 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:46 | yes | 23 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:28 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:02 | yes | 19 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:01 | yes | 10 | 16 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:35 | yes | 19 | 50 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:33 | yes | 10 | 23 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:18 | yes | 7 | 34 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:58 | yes | 15 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:13 | yes | 35 | 14 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:52 | yes | 6 | 7 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 15:16 | yes | 10 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:36 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:04 | yes | 15 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:44 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:39 | yes | 25 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:37 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:41 | yes | 10 | 48 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:38 | yes | 25 | 41 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:09 | yes | 25 | 127 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:50 | yes | 5 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:17 | yes | 5 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:25 | yes | 18 | 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
Ahrefs read as Ahrefs Brand Radar
BrightEdge read as BrightEdge AI Catalyst
HubSpot read as HubSpot AEO Tool
HubSpot AEO read as HubSpot AEO Tool
HubSpot AEO Grader read as HubSpot AEO Tool
HubSpot AI Search Grader read as HubSpot AEO Tool
HubSpot's free AI Search Grader read as HubSpot AEO Tool
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 read as Similarweb AI Search Intelligence
Sona read as Sona AI Visibility
Writesonic read as Writesonic GEO
Unresolved, counted raw
AI Visibility Tracker
Ahrefs AI features
Ahrefs custom prompt packages
Apify AI Answer Scraper
Arobis AI Visibility Checker
Beaconn
FixAEO
GetCito (AI Monitor)
Google Vertex AI Search
Google's expanded AI-search reporting
Indexly.ai
Limelit
Opttab
Orchly
Originality.ai
Profou
Retool AI
SORN AI
Semrush AI Overview Tracker
Slite AI
SteadyScrape
Surfeo
Visibility
Vismore
Yoast AI Brand Insights
free AI Visibility Checker
Discontinued, still offered
No shut-down product was recommended here.