AI visibility and answer engine tracking tools for enterprise buyers
Asked as “AI visibility and answer engine tracking tool”, and as “tool for tracking brand visibility in AI answers”, on behalf of an enterprise 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
49%
Clear leader
49Profound08Rankscale06Peec AI38others
49% of first choices, clear leader.
Since October 2026▼−6Since October 2026: 55% → 49%, −6 points. Inside the 11-point floor: within noise.Profound held the lead, −6 points on 55%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Otterly51%Clear leader▲+20Since October 2026: 31% → 51%, +20 points. Past the 11-point floor: movement.Standing →Mid-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.This page
Otterly51%Clear leader▲+20Since October 2026: 31% → 51%, +20 points. Past the 11-point floor: movement.Standing →Mid-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.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
01Profound49%12%58endorsed leader▼−6Since October 2026: 55% → 49%, −6 points. Inside the 11-point floor: within noise.55% → 49%
Profound49%12%58endorsed leader▼−6Since October 2026: 55% → 49%, −6 points. Inside the 11-point floor: within noise.55% → 49%02
Rankscale8%6%17accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 11-point floor: within noise.2% → 8%
Rankscale8%6%17accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 11-point floor: within noise.2% → 8%03Peec AI6%28%29criticized challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%
Peec AI6%28%29criticized challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%04
Conductor4%4%28accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%
Conductor4%4%28accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%05
Semrush AI Visibility Toolkit4%21%33accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%
Semrush AI Visibility Toolkit4%21%33accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%
07
Scrunch2%12%17accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Scrunch2%12%17accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%08
Ahrefs Brand Radar2%33%15criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Ahrefs Brand Radar2%33%15criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%09Otterly2%43%14criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Otterly2%43%14criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the two products at 0%, ordered by negative rate
10
HubSpot AEO Tool0%17%23accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
HubSpot AEO Tool0%17%23accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
AthenaHQ0%10%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
AthenaHQ0%10%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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-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
One product takes 49% of first choices here, so the chart would put ten markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Three products carry a negative rate above 25% in this category.
What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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.
Semrush AI Visibility Toolkit21%
7 of 33 labels negative · 7 of 14 models · 3 hard negative
“Avoid: Traditional SEO platforms (like early iterations of Ahrefs or Semrush AI toolkits) that rely on keyword density and backlinks.” GLM 4.7 FlashX, negative prompt
Peec AI28%
8 of 29 labels negative · 6 of 14 models · 3 hard negative
“Avoid or Question: Tools that analyze your *existing* website content to map pages back to prompts (e.g., Profound, Peec AI, AirOps).” GLM 4.7 FlashX, negative prompt
Profound12%
7 of 58 labels negative · 6 of 14 models · 3 hard negative
“Avoid or Question: Tools that analyze your *existing* website content to map pages back to prompts (e.g., Profound, Peec AI, AirOps).” GLM 4.7 FlashX, negative prompt
Otterly43%
6 of 14 labels negative · 6 of 14 models · 2 hard negative
“Why cautious/avoid: Repeatedly labeled as "highly problematic for enterprises" in multiple AI model evaluations.” Grok 4.20, 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
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. 1048 links across 377 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 · 55 citations · 11 models
publisher (Gane)27 answers · 27 citations · 9 models
vendor site · Sona25 answers · 39 citations · 9 models
19 answers · 30 citations · 9 models
vendor site · Conductor15 answers · 25 citations · 9 models
vendor site · Rankscale13 answers · 20 citations · 9 models
13 answers · 13 citations · 9 models
13 answers · 13 citations · 6 models
12 answers · 14 citations · 7 models
vendor site · Rework11 answers · 12 citations · 7 models
vendor site · AEO Vision11 answers · 11 citations · 6 models
10 answers · 16 citations · 6 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
27 answers · 9 models
22 answers · 9 models
14 answers · 10 models
13 answers · 9 models
13 answers · 6 models
11 answers · 8 models
10 answers · 6 models
9 answers · 6 models
8 answers · 6 models
8 answers · 4 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Profound tryprofound.com | 49% | 143 | 90,500 | 2,284 | 42,887 | $318 | 50 | 1 |
| Rankscale rankscale.ai | 8% | 49 | 480 | 1 | 891 | 5 | ||
| SE Ranking seranking.com SE Visible 6%, SE Ranking 2% | 8% | 88 | 8,100 | 207 | 309,691 company | $2,632 | 50 | 6 |
| Peec AI peec.ai | 6% | 112 | 2,400 | 12 | 1,162 | 41 | ||
| Semrush parent site Semrush AI Visibility Toolkit 4%, Semrush Enterprise AIO 2% | 6% | 118 | 90,500 | 2,055 | ||||
| Conductor conductor.com | 4% | 134 | 49,500 | 26,956 | 45,843 | 30 | ||
| seoClarity ArcAI seoclarity.net | 4% | 5 | 12,039 | $19 | 4 | |||
| Sona AI Visibility sona.com | 2% | 29 | ||||||
| Scrunch scrunch.com | 2% | 47 | 8,100 | 2,957 | 2,897 | 14 | ||
| BrightEdge AI Catalyst brightedge.com | 2% | 13 | 27,218 | 2 |
Google's top ten for the two searches hold 17 sites; 2 of them are among the sites the models cited here (g2.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 an enterprise B2B company?”Paraphrase“Which tool for tracking brand visibility in AI answers would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade AI visibility and answer engine tracking tools and how do they differ?”Budget-constrained“What is the best AI visibility and answer engine tracking tool 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 an AI visibility and answer engine tracking tool. What should we look at?”Negative“Which AI visibility and answer engine tracking tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5ProfoundSE Ranking, Semrush AI Visibility ToolkitChangedProfound, TrakkrProfound, Rankscaleno first choiceagainst: Adobe's LLM Optimizer, Kai Footprint
Two alternatives
Scrunch, Semrush AI Visibility ToolkitOne alternative
OtterlyThree alternatives
Braintrust, Conductor, Maxim AIOne alternative
IBM watsonx.governanceGPT-5.4 miniSemrush Enterprise AIOProfoundChangedProfoundOtterlyLangfusenothing named
Four alternatives
Birdeye AI Search, Profound, Similarweb AI Search Intelligence, YextFour alternatives
Birdeye AI Search, Brandlight AI, Conductor, Similarweb AI Search IntelligenceSix alternatives
Adobe LLM Optimizer, BrightEdge AI Catalyst, Conductor, HubSpot AEO Tool, Semrush AI Visibility Toolkit, YextFour alternatives
Birdeye AI Search, Conductor, Profound, YextGemini 3.5 FlashProfoundProfoundHeldagainst: Ahrefs Brand Radar, Semrush AI Visibility ToolkitProfoundseoClarity ArcAIno first choicenothing named
Four alternatives
BrightEdge AI Catalyst, Conductor, HubSpot AEO Tool, Similarweb AI Search IntelligenceFour alternatives
Brandlight, BrightEdge AI Catalyst, Conductor, MeikaiSix alternatives
AthenaHQ, Conductor, Peec AI, RadarKit, Scrunch, seoClarity ArcAIThree alternatives
AirOps, Profound, RankscalePerplexity SonarProfoundagainst: Peec AI, Siftly, WellowsProfoundHeldProfoundProfoundno first choiceagainst: Ahrefs Brand Radar, Otterly, Peec AI, Semrush AI Visibility Toolkit
Three alternatives
Semrush AI Visibility Toolkit, Sona AI Visibility, Wonnda SignalTwo alternatives
Semrush AI Visibility Toolkit, Sona AI VisibilitySix alternatives
Conductor, HubSpot AEO Tool, Otterly, Peec AI, Scrunch, Semrush AI Visibility ToolkitTwo alternatives
Peec AI, SE VisibleGrok 4.20Profoundagainst: HubSpot AEO ToolPi Datametrics' AI Search Visibility ToolChangedagainst: Semrush AI Visibility CheckerConductoragainst: Geneo, HubSpot AEO Tool, ScrunchSemrush AI Visibility Toolkitagainst: ProfoundConductor, Profoundagainst: AskWatch, Peec AIagainst: Otterly, Peec AI, Rankscale, Semrush AI Visibility Toolkit
Four alternatives
Ahrefs Brand Radar, Conductor Intelligence, Peec AI, Semrush AI Visibility ToolkitTwo alternatives
Ahrefs Brand Radar, Brandi AIFour alternatives
Athena, Peec AI, Profound, RankscaleThree alternatives
HubSpot AEO Tool, Peec AI, RankscaleOne alternative
GenezioMistral SmallProfoundProfound, TrakkrChangedConductor, ProfoundRankscaleno first choicenothing named
Three alternatives
GetIntel, HubSpot AEO Tool, Semrush AI Visibility TrackingOne alternative
Semrush AI Visibility ToolkitFive alternatives
AirOps, Am I On AI, Honeyb, HubSpot AEO Tool, Sona AI VisibilityOne alternative
ProfoundDeepSeek V4 FlashProfoundPeec AIChangedProfoundagainst: xSeekRankscaleagainst: Otterly, Peec AI, Profound, Semrush AI Visibility Toolkitno first choicenothing named
Three alternatives
Conductor, Semrush Enterprise AIO, Sona AI VisibilityOne alternative
Adobe Brand VisibilitySix alternatives
AthenaHQ, Conductor, HubSpot AEO Tool, Peec AI, Scrunch, Semrush Enterprise AIOOne alternative
Maya AILlama 4 MaverickSona AI Visibilityno first choiceChangedno first choiceConductorno first choiceagainst: Profound
Three alternatives
Llumo, Peec AI, ProfoundQwen 3.7 FlashProfoundProfoundHeldProfoundProfoundno first choiceagainst: Brandlight AI, HubSpot AEO Tool
Three alternatives
BrightEdge AI Catalyst, Conductor, HubSpot AEO ToolThree alternatives
DeepSmith, HubSpot AEO Tool, Semrush AI Visibility ToolkitFour alternatives
AskWatch, HubSpot AEO Tool, Rankscale, Semrush AI Visibility ToolkitTwo alternatives
Ahrefs Brand Radar, Semrush AI Visibility ToolkitKimi K2Profoundagainst: Ahrefs Brand Radar, Semrush AI Visibility ToolkitProfoundHeldConductorSE Visibleagainst: HubSpot AEO Tool, Otterly, Profound, Visibly AIno first choicenothing named
Three alternatives
DemandSphere / DemandMetrics GenAI, Rankscale, Sona AI VisibilityTwo alternatives
Adobe Brand Visibility, Brandi AISeven alternatives
Athena, AthenaHQ, Cognizo, HubSpot AEO Tool, Peec AI, Profound, RankscaleOne alternative
RankscaleSix alternatives
Clairon AI, Glean, Perplexity, Rankscale, SE Visible, ScrunchGLM 4.7 FlashXProfoundRuttChangedSiftlyRankscaleagainst: Apify actors, Kong, LiteLLM, OpenAI usage logsno first choiceagainst: Ahrefs Brand Radar, AirOps, Peec AI, Profound, Semrush AI Visibility Toolkit
Five alternatives
AthenaHQ, HubSpot AEO Tool, Peec AI, Semrush AI Visibility Toolkit, SiftlyThree alternatives
AEO Vision, Otterly, Peec AIFour alternatives
Ahrefs Brand Radar, Otterly, SEOmonitor, Sona AI VisibilityTwo alternatives
Birdeye AI Search, Semrush AI Visibility ToolkitMiniMax M2.5ProfoundAhrefs Brand RadarChangedProfoundSE VisibleProfoundagainst: Ahrefs Brand Radarnothing named
Three alternatives
HubSpot AEO Tool, Semrush AI Visibility Toolkit, Sona AI VisibilityThree alternatives
DataForSEO, Keyword.com AI Visibility Tracker, Similarweb AI Search IntelligenceFive alternatives
Birdeye AI Search, HubSpot AEO Tool, Rankscale, Semrush AI Visibility Toolkit, Sona AI VisibilityTwo alternatives
Profound, Sona AI VisibilityFour alternatives
Conductor, Goodie, HubSpot AEO Tool, Semrush AI Visibility ToolkitGPT-6 LunaProfoundProfoundHeldProfound, ScrunchPeec AIagainst: Scrunch, Semrush AI Visibility ToolkitProfound, Scrunchagainst: Peec AIagainst: Otterly
Three alternatives
Adobe Brand Visibility, Scrunch, Similarweb Gen AI IntelligenceFive alternatives
Adobe Brand Visibility, BrightEdge AI Catalyst, Conductor, Peec AI, Semrush Enterprise AIOOne alternative
Semrush Enterprise AIOMuse Glimmer 30BProfoundProfoundHeldConductor, ProfoundPeec AI, SE Visibleagainst: Conductor, ProfoundBrightEdge AI Catalyst, seoClarity ArcAIagainst: AthenaHQ, Otterly, Peec AI, Profound
Two alternatives
BrightEdge AI Catalyst, seoClarity ArcAIThree alternatives
Adobe Brand Visibility, Mentions.so, Peec AIThree alternatives
HubSpot AEO Tool, Peec AI, RankscaleBold 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 12:31 | yes | 20 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:07 | yes | 2 | 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 11:52 | yes | 15 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:21 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:33 | yes | 10 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:57 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:12 | yes | 24 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:40 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:38 | yes | 5 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:36 | yes | 10 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:29 | yes | 24 | 37 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:00 | yes | 5 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:06 | yes | 5 | 25 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:06 | yes | 15 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:47 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:14 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:23 | yes | 13 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:46 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:42 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:15 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:17 | yes | 23 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:01 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:44 | yes | 5 | 12 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:58 | yes | 23 | 36 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:24 | yes | 15 | 19 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:17 | yes | 5 | 27 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:28 | yes | 2 | 24 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:34 | yes | 21 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:40 | yes | 18 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:08 | yes | 7 | 11 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 08:50 | yes | 6 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:10 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:59 | yes | 9 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:17 | yes | 9 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:32 | yes | 24 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:27 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:49 | yes | 5 | 43 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:41 | yes | 18 | 44 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:47 | yes | 23 | 40 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:04 | yes | 25 | 68 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:02 | yes | 8 | 34 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:24 | yes | 24 | 49 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:56 | yes | 20 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:08 | yes | 2 | 5 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 12:19 | yes | 18 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 08:42 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:54 | yes | 25 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:55 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:44 | yes | 25 | 34 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:48 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:30 | yes | 5 | 46 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:41 | yes | 24 | 32 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:30 | yes | 25 | 45 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:13 | yes | 21 | 95 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:56 | yes | 3 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:38 | yes | 23 | 28 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:26 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:47 | yes | 3 | 9 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 11:03 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:00 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:33 | yes | 10 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:20 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:31 | yes | 25 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:32 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:16 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:10 | yes | 25 | 59 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:59 | yes | 13 | 18 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:20 | yes | 19 | 41 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:51 | yes | 5 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:20 | yes | 14 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:19 | yes | 30 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:52 | yes | 4 | 6 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 13:07 | yes | 9 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:59 | yes | 10 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:51 | yes | 25 | 20 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:49 | yes | 15 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:39 | yes | 25 | 47 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:56 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:10 | yes | 10 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:59 | yes | 20 | 86 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:40 | yes | 22 | 45 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:30 | no | 0 | 15 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:48 | yes | 2 | 30 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:51 | 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
Ahrefs read as Ahrefs Brand Radar
Birdeye read as Birdeye AI Search
BrightEdge read as BrightEdge AI Catalyst
HubSpot (AEO Module) read as HubSpot AEO Tool
HubSpot AEO read as HubSpot AEO Tool
HubSpot AEO (Answer Engine Optimization) read as HubSpot AEO Tool
HubSpot AEO (Marketing Hub Enterprise) read as HubSpot AEO Tool
Semrush read as Semrush AI Visibility Toolkit
Semrush (AI Visibility Toolkit) read as Semrush AI Visibility Toolkit
Semrush Enterprise read as Semrush AI Visibility Toolkit
Similarweb read as Similarweb AI Search Intelligence
Sona read as Sona AI Visibility
seoClarity read as seoClarity ArcAI
seoClarity (ArcAI) read as seoClarity ArcAI
Unresolved, counted raw
Adobe's LLM Optimizer
Brandfetch
Brandwatch Generative AI
Conductor Intelligence
DataForSEO
DemandSphere / DemandMetrics GenAI
IBM watsonx.governance
Kai Footprint
Keyword.com AI Visibility Tracker
Kong
LiteLLM
Maya AI
Meikai
Mentions.so
NordLayer AI Scout
OpenAI usage logs
Pi Datametrics' AI Search Visibility Tool
RankScope
Ranko
Recursal
Rutt
Semrush AI Visibility Tracking
Semrush Brand Monitoring
Similarweb Gen AI Intelligence
TurboAudit
Visibly AI
Wren AI
Discontinued, still offered
No shut-down product was recommended here.