AI visibility and answer engine tracking tools
Asked as “AI visibility and answer engine tracking tool”, and as “tool for tracking brand visibility in AI answers”, on behalf of a mid-market B2B company. 54 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
24%
Contested · Otterly 20%
24Peec AI20Otterly15Profound41others
24% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Peec AI (24%) replaces Otterly (20% then, 20% now), 4 points clear, inside the 11-point floor.Peec AI leads at 24%, replacing Otterly, which led at 20% and stands at 20% now: 4 points clear, inside the floor, so the swap reads as unsettled.
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.This pageEnterprise
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.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.This pageEnterpriseProfound49%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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Peec AI24%16%43accepted challenger▲+8Since October 2026: 16% → 24%, +8 points. Inside the 11-point floor: within noise.16% → 24%
Peec AI24%16%43accepted challenger▲+8Since October 2026: 16% → 24%, +8 points. Inside the 11-point floor: within noise.16% → 24%02Otterly20%11%46accepted challenger=heldSince October 2026: 20% → 20%, ±0 points. Inside the 11-point floor: within noise.20% → 20%
Otterly20%11%46accepted challenger=heldSince October 2026: 20% → 20%, ±0 points. Inside the 11-point floor: within noise.20% → 20%03Profound15%21%42accepted challenger=heldSince October 2026: 15% → 15%, ±0 points. Inside the 11-point floor: within noise.15% → 15%
Profound15%21%42accepted challenger=heldSince October 2026: 15% → 15%, ±0 points. Inside the 11-point floor: within noise.15% → 15%04
Scrunch6%0%18accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
Scrunch6%0%18accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%05
HubSpot AEO Tool4%13%30accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise.9% → 4%
HubSpot AEO Tool4%13%30accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise.9% → 4%06
Semrush AI Visibility Toolkit2%13%39accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%
Semrush AI Visibility Toolkit2%13%39accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%07
Conductor2%21%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Conductor2%21%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
08
Ahrefs Brand Radar0%15%26accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Ahrefs Brand Radar0%15%26accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%10
Rankscale0%11%19accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%
Rankscale0%11%19accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%09
AthenaHQ0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
AthenaHQ0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Peec AI24%
Peec AI24%02Otterly20%
Otterly20%03Profound15%
Profound15%04Scrunch6%
Scrunch6%05HubSpot AEO Tool4%
HubSpot AEO Tool4%06Semrush AI Visibility Toolkit2%
Semrush AI Visibility Toolkit2%07Conductor2%
Conductor2%08Ahrefs Brand Radar0%
Ahrefs Brand Radar0%09AthenaHQ0%
AthenaHQ0%10Rankscale0%
Rankscale0%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 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, 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.
Profound21%
9 of 42 labels negative · 7 of 14 models · 3 hard negative
“Avoid enterprise options like Meltwater, Talkwalker/Lumen, or full Profound (~$99+/mo or custom $10k+/year)” Grok 4.20, budget prompt
Peec AI16%
7 of 43 labels negative · 7 of 14 models · 1 hard negative
“some tools to be cautious about or avoid include Otterly, HubSpot AEO Grader, and Peec AI” Llama 4 Maverick, negative prompt
Otterly11%
5 of 46 labels negative · 5 of 14 models · 1 hard negative
“some tools to be cautious about or avoid include Otterly, HubSpot AEO Grader, and Peec AI” Llama 4 Maverick, negative prompt
Semrush AI Visibility Toolkit13%
5 of 39 labels negative · 4 of 14 models · 1 hard negative
“Avoid enterprise-focused tools like ... Semrush AI Visibility ($199/month)” Kimi K2, 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
81 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. 925 links across 323 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 · HubSpot40 answers · 79 citations · 12 models
vendor site · Sona22 answers · 33 citations · 10 models
17 answers · 20 citations · 6 models
vendor site · Otterly14 answers · 15 citations · 8 models
13 answers · 13 citations · 10 models
publisher (Gane)12 answers · 12 citations · 7 models
vendor site · DeepSmith11 answers · 15 citations · 8 models
vendor site · HubSpot11 answers · 13 citations · 9 models
10 answers · 24 citations · 4 models
vendor site · Semrush10 answers · 17 citations · 8 models
10 answers · 13 citations · 6 models
9 answers · 11 citations · 4 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
20 answers · 9 models
12 answers · 9 models
11 answers · 7 models
10 answers · 5 models
10 answers · 7 models
10 answers · 6 models
9 answers · 5 models
8 answers · 7 models
8 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Peec AI peec.ai | 24% | 112 | 2,400 | 12 | 1,162 | 41 | ||
| Otterly otterly.ai | 20% | 124 | 880 | 5 | 1,612 | 23 | ||
| Profound tryprofound.com | 15% | 143 | 90,500 | 2,284 | 42,887 | $318 | 50 | 1 |
| Scrunch scrunch.com | 6% | 47 | 8,100 | 2,957 | 2,897 | 14 | ||
| GetIntel getintel.ai | 6% | 13 | ||||||
| HubSpot parent site HubSpot AEO Tool 4% | 4% | 90 | 368,000 | 9,776 | ||||
| Semrush parent site Semrush AI Visibility Toolkit 2% | 2% | 118 | 90,500 | 2,055 | ||||
| Sona AI Visibility sona.com | 2% | 29 | ||||||
| Conductor conductor.com | 2% | 134 | 49,500 | 26,956 | 45,843 | 30 | ||
| HeyAmos heyamos.com | 2% | 6 |
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 mid-market B2B company?”Paraphrase“Which tool for tracking brand visibility in AI answers would you recommend to a mid-sized B2B company?”Comparative“What are the top 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 company with a limited budget?”Scale-constrained“We are a 500 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 I avoid or be cautious about?”
Claude Haiku 4.5ScrunchProfoundChangedFraseagainst: Semrush AI Visibility ToolkitOtterlyno first choiceagainst: Geneo, LLMrefs, Nightwatch, Otterly, SE Visible
Three alternatives
HubSpot AEO Tool, Mentionova, Peec AITwo alternatives
HubSpot AEO Tool, OtterlySix alternatives
Ahrefs Brand Radar, LLMrefs, Otterly, Peec AI, Profound, SE VisibleThree alternatives
Beamtrace, LLMrefs, RankscaleGPT-5.4 miniProfoundAnswerScoutChangedagainst: ProfoundPeec AI, Semrush AI Visibility ToolkitSE Rankingno first choicenothing named
Four alternatives
Conductor, SE Ranking, SE Visible, Similarweb AI Search IntelligenceOne alternative
Rankfor.AIOne alternative
OtterlyTwo alternatives
AI Search Visibility - Analytics & Optimization Platform, OtterlyGemini 3.5 FlashProfound, ScrunchPeec AIChangedOtterly, ProfoundGeoptie, HubSpot AEO Tool, Otterlyagainst: Conductor, Profoundno first choicenothing named
Four alternatives
Gauge, HubSpot AEO Tool, Mentionova, Semrush AI Visibility ToolkitFour alternatives
Ahrefs Brand Radar, AthenaHQ, Profound, Semrush AI Visibility ToolkitEight alternatives
Ahrefs Brand Radar, Athena, AthenaHQ, Cognizo, Peec AI, Scrunch, Semrush AI Visibility Toolkit, ZipTieTwo alternatives
Ahrefs Brand Radar, Semrush AI Visibility ToolkitPerplexity SonarPeec AIagainst: ProfoundHubSpot AEO ToolChangedProfoundagainst: HubSpot AEO ToolOtterlyagainst: HubSpot AEO Toolno first choiceagainst: CitedSpy, Rank.ai
Three alternatives
HubSpot AEO Tool, Semrush AI Visibility Toolkit, Sona AI VisibilityFour alternatives
Otterly, Peec AI, Semrush AI Visibility Toolkit, Sona AI VisibilitySix alternatives
Ahrefs Brand Radar, AthenaHQ, Otterly, Peec AI, Semrush AI Visibility Toolkit, Sona AI VisibilityOne alternative
HubSpot AEO ToolGrok 4.20Peec AIagainst: Meltwater, Otterly, TalkwalkerGetIntelChangedagainst: BrightEdge AI Catalyst, ConductorLocal Dominator, Peec AIHubSpot's free AEO Tool, Otterlyagainst: Lumen, Meltwater, Profound, Talkwalkerno first choicenothing named
Four alternatives
DeepSmith, HeyAmos, HubSpot AEO Tool, ProfoundFour alternatives
Peec AI, Profound, Semrush AI Visibility Toolkit, Sona AI VisibilityThree alternatives
Ahrefs Brand Radar, Profound, Semrush AI Visibility ToolkitFour alternatives
Canlah AI, Rankscale, SEOptimer, ZipTieMistral SmallGetIntel, Peec AIPeec AIChangedProfoundagainst: Peec AIOtterlyno first choiceagainst: Ahrefs Brand Radar
Two alternatives
Otterly, Sona AI VisibilityTwo alternatives
HeyAmos, ProfoundThree alternatives
Conductor, Otterly, Semrush AI Visibility ToolkitTwo alternatives
Allmond, ZeroRankDeepSeek V4 FlashGetIntel, Peec AIagainst: Athena, Brandlight, BrightEdge AI Catalyst, Conductor, HubSpot AEO Tool, Profound, Semrush AI Visibility Toolkit, seoClarity ArcAIProfoundChangedno first choiceOtterlyProfoundagainst: Semrush AI Visibility Toolkitagainst: AirOps, Otterly, Peec AI, Profound, Rankscale
One alternative
OtterlyTwo alternatives
Cognizo, Semrush AI Visibility ToolkitTen alternatives
Ahrefs Brand Radar, HubSpot AEO Tool, MaxAEO, Otterly, Peec AI, Profound, Scrunch, Searchable, Semrush AI Visibility Toolkit, Sona AI VisibilityTwo alternatives
AEO Vision, MutinexThree alternatives
BrightEdge AI Catalyst, Conductor, RankscaleLlama 4 MaverickPeec AIHeyAmosChangedProfoundOtterlyno first choiceagainst: HubSpot AEO Tool, Otterly, Peec AI
Four alternatives
GetIntel, HubSpot AEO Tool, Otterly, Wonnda SignalTwo alternatives
Indexly, Peec AIFour alternatives
OmniSEO®, Otterly, Rankscale, Semrush AI Visibility ToolkitThree alternatives
Ahrefs Brand Radar, Peec AI, Semrush AI Visibility ToolkitQwen 3.7 FlashPeec AIAsva AI, MarketScaleChangedConductor, ProfoundOtterlyno first choicenothing named
Three alternatives
DeepSmith, HubSpot AEO Tool, ProfoundOne alternative
Ahrefs Brand RadarFive alternatives
Otterly, Rankscale, Scrunch, Semrush AI Visibility Toolkit, WaikayTwo alternatives
AthenaHQ, PolyDraftKimi K2Peec AIagainst: ProfoundProfoundChangedPeec AI, ProfoundSearcherriesagainst: Profound, Semrush AI Visibility ToolkitBotify, Conductor, Profound, Scrunchnothing named
Two alternatives
AthenaHQ, HubSpot AEO ToolTwo alternatives
Brandi AI, Semrush AI Visibility ToolkitSeven alternatives
AEO Vision, Ahrefs Brand Radar, HubSpot AEO Tool, LLM Pulse, Otterly, Scrunch, Semrush AI Visibility ToolkitThree alternatives
Otterly, Qer.ai, SEOptimer GEO AuditGLM 4.7 FlashXSona AI VisibilityPromptmonitorChangedagainst: Ahrefs Brand RadarProfoundOtterlyno first choiceagainst: Peec AI
Four alternatives
Ahrefs Brand Radar, Otterly, Peec AI, TracemetryFour alternatives
Otterly, SE Ranking AI Visibility, Semrush AI Visibility Toolkit, Similarweb AI Search IntelligenceEleven alternatives
AthenaHQ, Botify, Cloro, Conductor, HubSpot AEO Tool, Mentionova, Otterly, Peec AI, SEOmonitor, Semrush AI Visibility Toolkit, Sona AI VisibilityFour alternatives
AthenaHQ, Mangools AI Search Watcher, Rankscale, ZeroRankMiniMax M2.5Peec AISemrush AI Visibility ToolkitChangedno first choiceagainst: Ahrefs Brand RadarAnswer Socratesno first choiceagainst: Otterly, Peec AI, Rankscale, Semrush AI Visibility Toolkit
Three alternatives
GetIntel, Sona AI Visibility, TrakkrThree alternatives
Ahrefs Brand Radar, Peec AI, Similarweb AI Search IntelligenceNine alternatives
Conductor, HubSpot AEO Tool, OmniSEO®, Otterly, Peec AI, Profound, Rankscale, Semrush AI Visibility Toolkit, SiftlyThree alternatives
Elmo, Otterly, RankscaleGPT-6 LunaPeec AIPeec AIHeldOtterly, Peec AIOtterlyno first choiceagainst: Ahrefs Brand Radar, Peec AI
Two alternatives
Profound, Semrush AI Visibility ToolkitOne alternative
Semrush AI Visibility ToolkitFive alternatives
Ahrefs Brand Radar, AthenaHQ, Profound, Scrunch, Semrush AI Visibility ToolkitOne alternative
HubSpot AEO ToolMuse Glimmer 30BPeec AIProfoundChangedAskWatchOtterlyno first choiceagainst: AirOps, Peec AI, Profound
Two alternatives
HeyAmos, HubSpot AEO ToolThree alternatives
DeepSmith, Otterly, Peec AISeven alternatives
Ahrefs Brand Radar, AthenaHQ, BrightEdge AI Catalyst, Otterly, Peec AI, Profound, Semrush AI Visibility ToolkitTwo alternatives
HubSpot AEO Tool, KairosyBold 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 10:35 | yes | 19 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:04 | 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 12:08 | yes | 17 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:00 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:57 | yes | 11 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:11 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:26 | yes | 21 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:55 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:38 | yes | 10 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:42 | yes | 14 | 50 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:10 | yes | 19 | 40 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:06 | yes | 10 | 34 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:02 | yes | 3 | 28 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:40 | yes | 13 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:09 | yes | 18 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:58 | yes | 3 | 4 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 12:53 | yes | 9 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:27 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:07 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:46 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:38 | yes | 24 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:45 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:35 | yes | 5 | 51 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:33 | yes | 5 | 13 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:49 | yes | 19 | 29 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:17 | yes | 5 | 27 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:42 | yes | 3 | 24 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:33 | yes | 15 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:04 | yes | 16 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:54 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:41 | yes | 12 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:06 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:45 | yes | 5 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:10 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:37 | yes | 24 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:28 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:53 | yes | 5 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:36 | yes | 9 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:58 | yes | 25 | 50 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:18 | yes | 14 | 31 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:08 | yes | 8 | 32 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:12 | yes | 15 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:45 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:01 | yes | 4 | 4 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 09:41 | yes | 22 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:11 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:45 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:28 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:29 | yes | 25 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:20 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:00 | yes | 5 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:21 | yes | 10 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:08 | yes | 15 | 49 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:56 | yes | 20 | 40 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:43 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:33 | yes | 13 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:11 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:16 | yes | 4 | 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 09:12 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:46 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:38 | yes | 9 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:07 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:44 | yes | 25 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:50 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:58 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:43 | yes | 15 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:38 | yes | 15 | 23 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:31 | yes | 10 | 28 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:29 | yes | 4 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:10 | yes | 14 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:54 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:22 | yes | 7 | 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 10:16 | yes | 10 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:57 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:50 | yes | 5 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:08 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:13 | yes | 25 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:44 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:43 | yes | 15 | 41 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:48 | yes | 25 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:56 | yes | 25 | 98 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:48 | yes | 21 | 47 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:38 | yes | 4 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:06 | yes | 22 | 29 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
Ahrefs read as Ahrefs Brand Radar
Ahrefs (Brand Radar) 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 (AI Visibility) read as HubSpot AEO Tool
HubSpot AEO (Marketing Hub) read as HubSpot AEO Tool
HubSpot AEO Grader read as HubSpot AEO Tool
HubSpot AI Search Grader read as HubSpot AEO Tool
HubSpot's AEO tool read as HubSpot AEO Tool
HubSpot's AI Search Grader read as HubSpot AEO Tool
Semrush read as Semrush AI Visibility Toolkit
Similarweb read as Similarweb AI Search Intelligence
Sona read as Sona AI Visibility
seoClarity read as seoClarity ArcAI
Unresolved, counted raw
AEVO
AI Search Visibility - Analytics & Optimization Platform
Ahrefs AI Visibility
Allmo
Allmond
Answer Socrates
AnswerScout
AskSage
Asky
Asva AI
Bing Webmaster Tools' AI Performance dashboard
ChatGPT Brand Portal
CitedSpy
Elastic Enterprise Search
Enterprise AIO (Semrush)
Google Search Console's Generative AI performance report
HubSpot's free AEO Tool
Hypercontext
Kairosy
Local Dominator
MarketScale
MaximusPublisher
Nuwtonic ChatGPT Tracker
OSlash
OneGlanse
Perplexity for Business
PolyDraft
QuestionDB
Rank.ai
Rankfor.AI
ReddGrow
SE Ranking AI Visibility
SEOptimer GEO Audit
Similarweb AEO Intelligence
Tracemetry
Discontinued, still offered
No shut-down product was recommended here.