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. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
20%
Contested · Peec AI 16%
20Otterly16Peec AI15Profound49others
Peec AI and Otterly tie at 25%, the most contested category in the edition. Ranking the answer engine trackers inside an answer engine index is the method testing itself.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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 ScrunchOtterly vs SE RankingOtterly vs HubSpot AEO GraderOtterly vs Semrush AI Visibility ToolkitProfound vs RankscaleProfound vs Peec AIProfound vs ScrunchProfound vs SE RankingProfound vs HubSpot AEO GraderProfound vs Semrush AI Visibility ToolkitRankscale vs Peec AIRankscale vs ScrunchRankscale vs SE RankingRankscale vs HubSpot AEO GraderRankscale vs Semrush AI Visibility ToolkitPeec AI vs ScrunchPeec AI vs SE RankingPeec AI vs HubSpot AEO GraderPeec AI vs Semrush AI Visibility ToolkitScrunch vs SE RankingScrunch vs HubSpot AEO GraderScrunch vs Semrush AI Visibility ToolkitSE Ranking vs HubSpot AEO GraderSE Ranking vs Semrush AI Visibility ToolkitHubSpot AEO Grader vs Semrush AI Visibility Toolkit
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 →
01
02
03
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Otterly20%
Otterly20%02Peec AI16%
Peec AI16%03Profound15%
Profound15%04HubSpot AEO Grader9%
HubSpot AEO Grader9%05Semrush AI Visibility Toolkit5%
Semrush AI Visibility Toolkit5%06Rankscale5%
Rankscale5%07SE Ranking4%
SE Ranking4%08Scrunch2%
Scrunch2%09Ahrefs Brand Radar2%
Ahrefs Brand Radar2%What they warned about
Zero of twelve 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 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.
Profound29%
12 of 42 labels negative · 7 of 12 models · 3 hard negative
“**Tools to Approach with Extra Caution or Avoid (if possible):** - **Profound**: Privacy concerns” Grok 4.20, negative prompt
Ahrefs Brand Radar32%
7 of 22 labels negative · 6 of 12 models · 2 hard negative
“rated this tool poorly (1.1/10), describing its methodology as "spurious."... Likely to waste time until the underlying data model is refined.” Qwen 3.7 Flash, negative prompt
Semrush AI Visibility Toolkit18%
7 of 38 labels negative · 6 of 12 models
“Mid-market companies often struggle with "pay-per-keyword" pricing from massive enterprise suites (like Semrush/Ahrefs) which can get astronomically expensive” Qwen 3.7 Flash, scale prompt
Peec AI8%
3 of 40 labels negative · 3 of 12 models
“**General Red Flags Across Many Tools (e.g., Otterly.ai, Peec AI, Scrunch, Geneo, Rankscale):**” Grok 4.20, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
79 of 84 answers in this category came back with a source list, from 14 of 12 models: citations where the model returns them, or the search results it consulted. 1145 links across 313 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · HubSpot46 answers · 90 citations · 12 models
vendor site · Semrush21 answers · 39 citations · 9 models
vendor site · AirOps21 answers · 29 citations · 8 models
vendor site · Rankability17 answers · 20 citations · 9 models
vendor site · Cognizo16 answers · 26 citations · 9 models
16 answers · 18 citations · 9 models
16 answers · 16 citations · 9 models
vendor site · Integrate15 answers · 15 citations · 8 models
vendor site · Capterra14 answers · 15 citations · 10 models
vendor site · KIME14 answers · 14 citations · 9 models
vendor site · Wellows14 answers · 14 citations · 9 models
vendor site · Zapier14 answers · 14 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.
26 answers · 11 models
17 answers · 8 models
16 answers · 10 models
16 answers · 9 models
15 answers · 8 models
15 answers · 8 models
14 answers · 9 models
14 answers · 6 models
13 answers · 7 models
13 answers · 10 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 |
|---|---|---|---|---|---|---|---|---|
| Otterly otterly.ai | 20% | 103 | 880 | 5 | 1,612 | 23 | ||
| Peec AI peec.ai | 16% | 93 | 2,400 | 12 | 1,162 | 41 | ||
| Profound tryprofound.com | 15% | 126 | 90,500 | 2,284 | 42,887 | $318 | 50 | 1 |
| HubSpot parent site HubSpot AEO Grader 9% | 9% | 80 | 368,000 | 9,776 | ||||
| Semrush semrush.com Semrush AI Visibility Toolkit 5% | 5% | 105 | 90,500 | 2,055 | 2,885,637 company | $1,727 | 103 | |
| Rankscale rankscale.ai | 5% | 32 | 480 | 1 | 891 | 5 | ||
| SE Ranking seranking.com SE Ranking 4%, SE Visible 2% | 5% | 97 | 8,100 | 207 | 309,691 | $2,632 | 50 | 6 |
| Brand24 brand24.com | 4% | 178 | 2,900 | 61 | 28,164 | 67 | ||
| Scrunch scrunch.com | 2% | 42 | 8,100 | 2,957 | 2,897 | 14 | ||
| AirOps airops.com | 2% | 29 | 6,600 | 31 | 2,668 | $1,550 | 20 |
Google's top ten for the two searches hold 17 sites; 2 of them are among the sites the models cited here (tryprofound.com, zapier.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 4.5Peec AI, ProfoundOtterlyChangedagainst: ProfoundMentionovaOtterly, Rankscaleno first choiceagainst: Ahrefs Brand Radar, Peec AI, Profound, ZipTie
Two alternatives
HubSpot AEO Grader, OtterlyOne alternative
ScrunchSix alternatives
Ahrefs Brand Radar, Frase, Otterly, Peec AI, Profound, Semrush AI Visibility ToolkitThree alternatives
HubSpot AEO Grader, Keyword.com AI Tracker, LLMrefsGPT-5.4 miniProfoundScrunchChangedAthenaHQ, Otterly, Peec AI, ProfoundOtterlyagainst: BrightEdge AI Catalyst, Profoundno first choicenothing named
Six alternatives
Bluefish, BrightEdge AI Catalyst, Conductor, HubSpot AEO Grader, Semrush AI Visibility Toolkit, Similarweb AI Search IntelligenceOne alternative
OtterlyFour alternatives
Ahrefs Brand Radar, Semrush AI Visibility Toolkit, Writesonic GEO, xFunnelTwo alternatives
Peec AI, SE RankingGemini 3.5 FlashOrchly AIHubSpot AEO Grader, Peec AIChangedProfoundRankscaleProfoundagainst: Ahrefs Brand Radar, Semrush AI Visibility Toolkitagainst: Profound, SE Ranking, SE Visible
Five alternatives
Ahrefs Brand Radar, GrackerAI, Peec AI, Profound, Semrush AI Visibility ToolkitTwo alternatives
Mentionova, ZipTieThree alternatives
Otterly, Similarweb AI Search Intelligence, ZipTieThree alternatives
AIclicks, Otterly, Peec AISix alternatives
Frase, Geoptie, Peec AI, RadarKit, Scrunch, Writesonic GEOPerplexity SonarProfound, Semrush AI Visibility ToolkitSemrush AI Visibility ToolkitChangedagainst: Ahrefs Brand RadarProfoundOtterly, Rankscaleno first choicenothing named
One alternative
QuattrTwo alternatives
HubSpot AEO Grader, Peec AIFour alternatives
Brand24, Peec AI, Rankscale, Semrush AI Visibility ToolkitTwo alternatives
LLMrefs, Peec AIGrok 4.20Peec AISemrush AI Visibility ToolkitChangedagainst: ProfoundCognizoagainst: Parse.glOtterlyagainst: Geoptie, ProfoundAirOpsagainst: Geneo, Otterly, Peec AI, Profound, Rankscale, Scrunch
Four alternatives
AthenaHQ, HubSpot AEO Grader, Profound, Semrush AI Visibility ToolkitTwo alternatives
Moz AI Visibility, Peec AISeven alternatives
Nightwatch, Otterly, Profound, SE Ranking, SE Visible, Scrunch, Semrush AI Visibility ToolkitFour alternatives
GA4 Referral Filters, Google Search Console, HubSpot AEO Grader, RankscaleFour alternatives
Birdeye AI Search, Profound, Rankability, Semrush AI Visibility ToolkitMistral SmallProfound, SE RankingSlate HQChangedno first choiceHubSpot AEO Graderno first choicenothing named
Two alternatives
Peec AI, QwairyTwo alternatives
HubSpot AEO Grader, WellowsTwo alternatives
Otterly, PeekDeepSeek V4 FlashHubSpot AEO GraderProfoundChangedAirOps Insights, ZipTie AIOtterly, UbersuggestKIMEnothing named
Three alternatives
Cognizo, Omnibound, Semrush AI Visibility ToolkitFour alternatives
Ahrefs Brand Radar, Otterly, Peec AI, Semrush AI Visibility ToolkitThree alternatives
HubSpot AEO Grader, SE Ranking, Semrush AI Visibility ToolkitOne alternative
HubSpot AEO GraderSix alternatives
AirOps, Conductor, Otterly, Peec AI, Profound, ScrunchLlama 4 MaverickPeec AIBrand24Changedno first choiceAnswer Engine Insightsno first choicenothing named
Three alternatives
HubSpot AEO Grader, Qwairy, SE RankingThree alternatives
Moz AI Visibility, Peec AI, Sight AIQwen 3.7 FlashDeepSmithagainst: Brandwatch, SprinklrAhrefs Brand RadarChangedLlumoSE Rankingno first choiceagainst: Ahrefs Brand Radar, Semrush AI Visibility Toolkitagainst: Ahrefs Brand Radar, LLMclicks, Profound, Semrush AI Visibility Toolkit
Two alternatives
Peec AI, Semrush AI Visibility ToolkitThree alternatives
HubSpot AEO Grader, Peec AI, Semrush AI Visibility ToolkitThree alternatives
Answer Engine Insights, Parse.gl, Surfer SEOThree alternatives
Frase, Scalenut, SerpstatKimi K2Peec AIagainst: ProfoundPeec AI, SE VisibleChangedagainst: Profound, Semrush AIO EnterpriseConductorOtterlyagainst: SE Ranking, Semrush AI Visibility ToolkitProfoundagainst: Otterly, Peec AI, Profound, ZipTie
Two alternatives
Otterly, SearchableOne alternative
Ahrefs Brand RadarEight alternatives
AirOps, BrightEdge AI Catalyst, HubSpot AEO Grader, Otterly, Peec AI, Profound, SE Ranking, Semrush AI Visibility ToolkitFour alternatives
Ayzeo, Beamtrace, HubSpot AEO Grader, RankscaleFive alternatives
Geoptie, HubSpot Marketing Hub, Meltwater GenAI Lens, Otterly, Peec AIGLM 4.7 FlashXOtterlyBrand24ChangedOtterly, RankscaleOtterlyno first choiceagainst: Ahrefs Brand Radar, HubSpot AI Visibility, Profound, Semrush AI Visibility Toolkit
Two alternatives
Rankscale, Semrush AI Visibility ToolkitThree alternatives
Beamtrace, Indexly, Mentions.soTen alternatives
AIclicks.io, AirOps, CapstonAI, Gauge, HubSpot AEO Grader, LPagery, Profound, SE Visible, Semrush AI Visibility Toolkit, Writesonic GEOThree alternatives
Airefs, Geoptie, HubSpot AEO GraderMiniMax M2.5CrowdReplyChosenlyChangedagainst: ScrunchHubSpot AEO Grader, ProfoundHubSpot AEO Graderno first choicenothing named
One alternative
CognizoThree alternatives
Otterly, Profound, Semrush AI Visibility ToolkitThree alternatives
Ahrefs Brand Radar, Peec AI, Semrush AI Visibility ToolkitFour alternatives
Bear AI, Otterly, Peec AI, Semrush AI Visibility ToolkitBold 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
Seventy-two 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 11:54 | yes | 16 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:56 | yes | 5 | 8 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:42 | yes | 28 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 13:49 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:22 | yes | 23 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:43 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:39 | yes | 23 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:45 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:25 | yes | 9 | 48 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:50 | yes | 15 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:57 | yes | 24 | 32 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:40 | yes | 14 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:52 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:39 | yes | 5 | 9 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:12 | yes | 29 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:52 | yes | 16 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:48 | yes | 21 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 14:06 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:42 | yes | 25 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:33 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:45 | yes | 10 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:48 | yes | 10 | 16 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:27 | yes | 24 | 28 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:03 | yes | 15 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:20 | yes | 18 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:54 | yes | 10 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:59 | yes | 23 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 13:06 | yes | 21 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:09 | yes | 25 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 14:10 | yes | 10 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:46 | yes | 24 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:40 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:45 | yes | 5 | 20 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:47 | yes | 22 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:38 | yes | 24 | 35 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:25 | yes | 8 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:10 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:26 | yes | 4 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:53 | yes | 21 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 13:16 | yes | 20 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:53 | yes | 23 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:53 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:29 | yes | 24 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:03 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:51 | no | 0 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:30 | yes | 9 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:42 | yes | 25 | 60 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:24 | yes | 5 | 12 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:41 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:15 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:15 | yes | 25 | 33 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 13:30 | yes | 17 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 14:02 | yes | 12 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:42 | no | 0 | 4 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:04 | yes | 19 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 14:04 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:01 | no | 0 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:33 | yes | 15 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:17 | yes | 20 | 30 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:07 | yes | 5 | 14 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:13 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:43 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:29 | yes | 22 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:15 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:49 | yes | 24 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:40 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:53 | yes | 21 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:24 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:30 | yes | 20 | 53 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:06 | yes | 20 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:37 | yes | 25 | 55 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:03 | yes | 9 | 28 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
ShowHide
Claude Haiku 4.5
4 of 4 flipped
GPT-5.4 mini
4 of 4 flipped
Gemini 3.5 Flash
2 of 5 flipped
Perplexity Sonar
3 of 4 flipped
Grok 4.20
2 of 6 flipped
Mistral Small
5 of 5 flipped
DeepSeek V4 Flash
5 of 5 flipped
Llama 4 Maverick
2 of 3 flipped
Qwen 3.7 Flash
4 of 4 flipped
Kimi K2
4 of 5 flipped
GLM 4.7 FlashX
4 of 4 flipped
MiniMax M2.5
4 of 4 flipped
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
Ahrefs (specifically 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 AI Search Grader read as HubSpot AEO Grader
HubSpot’s AI Search Grader read as HubSpot AEO Grader
SEMrush read as Semrush AI Visibility Toolkit
Semrush read as Semrush AI Visibility Toolkit
Semrush (AEO Suite) 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
Writesonic read as Writesonic GEO
Unresolved, counted raw
AIclicks.io
AllAboutAI
AmIVisibleOnAI
Amplitude AI tracking integrations
Bear AI
CapstonAI
Chosenly
GA4 Referral Filters
HubSpot AI Visibility
LLMclicks
LPagery
Meltwater GenAI Lens
Mentions.so
Orchly AI
ProRankTrackr
Semrush's free checker
Slate HQ
TMX Visibility
Wellows ChatGPT Visibility Tracker
ZipTie AI
Discontinued, still offered
No shut-down product was recommended here.