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. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve 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
47%
Clear leader
47Otterly11Wellows09Ayzeo33others
47% of first choices, clear leader.
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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four products at 0%, ordered by negative rate
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-eight head-to-head pages: the top eight products, each against each
Otterly vs ScrunchOtterly vs SE RankingOtterly vs HubSpot AEO ToolOtterly vs Semrush AI Visibility ToolkitProfound vs RankscaleProfound vs Peec AIProfound vs ScrunchProfound vs SE RankingProfound vs HubSpot AEO ToolProfound vs Semrush AI Visibility ToolkitRankscale vs Peec AIRankscale vs ScrunchRankscale vs SE RankingRankscale vs HubSpot AEO ToolRankscale vs Semrush AI Visibility ToolkitPeec AI vs ScrunchPeec AI vs SE RankingPeec AI vs HubSpot AEO ToolPeec AI vs Semrush AI Visibility ToolkitScrunch vs SE RankingScrunch vs HubSpot AEO ToolScrunch vs Semrush AI Visibility ToolkitSE Ranking vs HubSpot AEO ToolSE Ranking vs Semrush AI Visibility ToolkitHubSpot AEO Tool 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% negative60%
Key
01Otterly47%
Otterly47%02Wellows11%
Wellows11%03Peec AI4%
Peec AI4%04HubSpot AEO Tool4%
HubSpot AEO Tool4%05Rankscale2%
Rankscale2%06Frase0%
Frase0%07Semrush AI Visibility Toolkit0%
Semrush AI Visibility Toolkit0%08Ahrefs Brand Radar0%
Ahrefs Brand Radar0%09Profound0%
Profound0%What they warned about
Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash 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.
Profound56%
15 of 27 labels negative · 9 of 12 models · 5 hard negative
“Enterprise-focused tools like Profound: ... Best for large brands, not small teams—overkill and expensive without scaling needs.” Grok 4.20, negative prompt
Scrunch86%
6 of 7 labels negative · 6 of 12 models · 3 hard negative
“Do not subscribe to Profound, Scrunch, or Semrush solely for AI tracking right now.” Qwen 3.7 Flash, budget prompt
Semrush AI Visibility Toolkit39%
11 of 28 labels negative · 6 of 12 models · 3 hard negative
“Do not subscribe to Profound, Scrunch, or Semrush solely for AI tracking right now.” Qwen 3.7 Flash, budget prompt
Ahrefs Brand Radar36%
5 of 14 labels negative · 4 of 12 models · 1 hard negative
“Ahrefs: limited to Google-centric data, monthly refreshes only ... poor standalone value—fragmented and non-scalable for SMBs.” Grok 4.20, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
22 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 289 links across 133 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · Zapier10 answers · 10 citations · 3 models
vendor site · SE Ranking7 answers · 8 citations · 2 models
vendor site · YouTube6 answers · 29 citations · 1 model
vendor site · Reddit6 answers · 9 citations · 2 models
6 answers · 7 citations · 3 models
vendor site · Wellows6 answers · 6 citations · 2 models
vendor site · HubSpot5 answers · 7 citations · 3 models
vendor site · Semrush5 answers · 6 citations · 3 models
5 answers · 5 citations · 3 models
vendor site · Ayzeo5 answers · 5 citations · 3 models
vendor site · Frase5 answers · 5 citations · 2 models
5 answers · 5 citations · 3 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.
10 answers · 3 models
6 answers · 2 models
5 answers · 3 models
5 answers · 2 models
5 answers · 2 models
4 answers · 2 models
4 answers · 1 model
3 answers · 2 models
3 answers · 1 model
3 answers · 1 model
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 | 47% | 124 | 880 | 5 | 1,612 | 23 | ||
| Wellows wellows.com | 11% | 3 | 5,400 | 169 | 4,197 | 11 | ||
| Ayzeo ayzeo.com | 9% | 4 | ||||||
| Peec AI peec.ai | 4% | 112 | 2,400 | 12 | 1,162 | 41 | ||
| HubSpot parent site HubSpot AEO Tool 4% | 4% | 90 | 368,000 | 9,776 | ||||
| RadarKit radarkit.ai | 4% | 2 | ||||||
| Rankscale rankscale.ai | 2% | 49 | 480 | 1 | 891 | 5 | ||
| SE Ranking seranking.com | 2% | 88 | 8,100 | 207 | 309,691 | $2,632 | 50 | 6 |
| Beamtrace beamtrace.com | 2% | 3 | 8 | |||||
| GrackerAI gracker.ai | 2% | 2 |
Google's top ten for the two searches hold 17 sites; 3 of them are among the sites the models cited here (g2.com, 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 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 4.5GrackerAI, WellowsOtterly, Peec AIChangedZipTieOtterlyno first choiceagainst: AthenaHQ, Profound
Six alternatives
AIclicks, HubSpot AEO Tool, Otterly, Peec AI, Peek, ProductRank.aiTwo alternatives
Ahrefs Brand Radar, GrackerAIFour alternatives
Ahrefs Brand Radar, Mentionova, Peec AI, SE RankingTwo alternatives
Ayzeo, BeamtraceGPT-5.4 miniAnswer Monitoragainst: HubSpot AEO ToolHubSpot AEO ToolChangedagainst: ProfoundProfound, Semrush AI Visibility ToolkitOtterlyagainst: Peec AIno first choicenothing named
Two alternatives
AI Visibility Score, First AnswerOne alternative
OtterlyOne alternative
Peec AIOne alternative
HubSpot AEO ToolGemini 3.5 FlashRadarKitRankscaleChangedOtterlyBeamtrace, RadarKitagainst: Semrush AI Visibility ToolkitOrchly.aiagainst: BrandOps, Profoundagainst: Ahrefs Brand Radar, AthenaHQ, Brandi AI, Gauge, Geoptie, Profound, Scrunch, Semrush AI Visibility Toolkit
Four alternatives
AIclicks, Gracker AI, Rankscale, Semrush AI Visibility ToolkitThree alternatives
LLMrefs, Otterly, Searchable.comFive alternatives
AIclicks, OmniSEO®, Orchly.ai, Peec AI, SE RankingThree alternatives
Otterly, Rankscale, SE RankingSix alternatives
Analyze AI, Bing Webmaster Tools, Google Search Console, HubSpot AEO Tool, Peec AI, Writesonic GEOPerplexity SonarOtterlyagainst: Profound, WellowsSE RankingChangedOtterly, Peec AIagainst: HubSpot AEO ToolOtterlyagainst: Frase, Surfeono first choiceagainst: Ahrefs Brand Radar, Conductor, Profound, Scrunch, Semrush AI Visibility Toolkit, Similarweb AI Search Intelligence
One alternative
Peec AITwo alternatives
Otterly, Peec AITwo alternatives
Semrush AI Visibility Toolkit, ZipTieTwo alternatives
Guzu AI, IndexlyGrok 4.20Otterlyagainst: Semrush AI Visibility ToolkitOtterlyHeldagainst: Semrush AI Visibility ToolkitOtterly, Rankscale.aiagainst: Profound, ScrunchOtterlyagainst: Rankscale.aino first choiceagainst: Ahrefs Brand Radar, HubSpot AEO Tool, Peec AI, Profound, Semrush AI Visibility Toolkit, ZipTie
Three alternatives
Frase, HubSpot AEO Tool, Peec AIThree alternatives
Birdeye's Free AI Visibility Checker, Peec AI, RankscaleThree alternatives
Peec AI, SEOptimer, ZipTieTwo alternatives
HubSpot AEO Tool, Semrush AI Visibility CheckerFive alternatives
AIclicks, HubSpot AEO Tool, Otterly, Profound, Semrush AI Visibility ToolkitMistral SmallWellowsOtterlyChangedHubSpot AEO Tool, OtterlyOtterlyOtterlyagainst: ChatGPT, ChatGPT for Google, Google Gemini, Merlin, Microsoft Copilot, Perplexity, Sider, TinaMind
Four alternatives
HubSpot AEO Tool, Otterly, Peec AI, PeekTwo alternatives
HubSpot AEO Tool, SE Ranking AI Visibility TrackerThree alternatives
Goodie, Peec AI, Semrush AI Visibility ToolkitFour alternatives
AIclicks, Arobis AI Visibility Checker, Beamtrace, HubSpot AEO ToolSeven alternatives
AthenaHQ, Peec AI, Rankscale, Scrunch, Semrush AI Visibility Toolkit, Surfer SEO, WellowsDeepSeek V4 FlashOtterlyWellowsChangedagainst: SE Ranking, Semrush AI Visibility ToolkitOtterlyagainst: ProfoundOtterlyHubSpot AEO Toolagainst: AthenaHQ, Goodie, Otterly, Profound, Scrunch
Four alternatives
HubSpot AEO Tool, Peec AI, Semrush AI Visibility Toolkit, ZipTieTwo alternatives
Otterly, PeekFour alternatives
HubSpot AEO Tool, Peec AI, Rank Prompt, Semrush AI Visibility ToolkitFour alternatives
Airefs, Geoptie, HubSpot AEO Tool, RankscaleSeven alternatives
Ahrefs Brand Radar, Otterly, Peec AI, Profound, Rankscale, SE Ranking, Semrush AI Visibility ToolkitLlama 4 MaverickAmplitude AI Visibilityno first choiceChangedFraseAyzeono first choicenothing named
Four alternatives
Contentpen, Hall, Otterly, ZipTieTwo alternatives
Otterly, Peec AIQwen 3.7 FlashAyzeoPeec AIChangedOtterlyagainst: Ahrefs Brand Radar, Semrush AI Visibility ToolkitOtterlyagainst: Ahrefs Brand Radar, Profound, Scrunch, Semrush AI Visibility Toolkitno first choicenothing named
Three alternatives
Otterly, Peec AI, Semrush AI Visibility ToolkitThree alternatives
AthenaHQ, Profound, Semrush AI Visibility ToolkitFour alternatives
Akii, LLM Pulse, Rankability, ThruuuThree alternatives
AEO Vision, FixAEO, HubSpot AEO ToolKimi K2OtterlyOtterlyHeldagainst: Nightwatch, Profound, Semrush AI Visibility ToolkitOtterlyagainst: ProfoundOtterlyagainst: HubSpot AEO ToolAyzeoagainst: Otterly, Peec AI, Profound, Semrush AI Visibility Toolkit
Four alternatives
AthenaHQ, Peec AI, Profound, Semrush AI Visibility ToolkitOne alternative
Peec AIFive alternatives
Frase, HubSpot AEO Tool, Mentionova, Peec AI, ZipTieTwo alternatives
Rankscale, ZipTieFive alternatives
Geoptie, HubSpot AEO Tool, LLM Pulse, Otterly, Peec AIGLM 4.7 FlashXOtterlyOtterlyHeldHubSpot AEO Tool, OtterlyWellowsagainst: Otterlyno first choiceagainst: AthenaHQ, Profound, Scrunch
Two alternatives
Peek, WellowsThree alternatives
Frase, Mutinex, WellowsFive alternatives
Ahrefs Brand Radar, AthenaHQ, Peec AI, Pixis Visibility, Semrush AI Visibility ToolkitTwo alternatives
LLMrefs, PeekMiniMax M2.5Integrate.io, Yextagainst: BrightEdge AI CatalystOtterly, WellowsChangedHubSpot AEO ToolAyzeo, Otterlyno first choicenothing named
One alternative
PeekThree alternatives
Frase, Otterly, ProductRank.aiTwo alternatives
HubSpot AEO Tool, 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.
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 | 2026-09-15 03:44 | yes | 15 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 22:53 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:37 | yes | 13 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 00:43 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:18 | yes | 0 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:56 | yes | 0 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:02 | yes | 0 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:53 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:54 | yes | 0 | 47 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:21 | yes | 0 | 36 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:03 | yes | 0 | 32 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:24 | yes | 0 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:33 | yes | 7 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:56 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:58 | yes | 18 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 00:46 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:24 | yes | 0 | 4 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:41 | yes | 0 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:23 | yes | 0 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:16 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:06 | yes | 0 | 41 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:02 | yes | 0 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:30 | yes | 0 | 68 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:10 | yes | 0 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:20 | yes | 13 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:40 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:41 | yes | 13 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 04:55 | yes | 20 | 9 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:43 | yes | 0 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:34 | yes | 0 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:41 | yes | 0 | 25 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:38 | yes | 0 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:58 | yes | 0 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:16 | yes | 0 | 68 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:31 | yes | 0 | 17 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:07 | yes | 0 | 15 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:34 | yes | 15 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:38 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:46 | yes | 18 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 02:05 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:53 | yes | 0 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:23 | yes | 0 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:46 | yes | 0 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:39 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:14 | yes | 0 | 54 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:55 | yes | 0 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:06 | yes | 0 | 45 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:41 | yes | 0 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:59 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:51 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:32 | yes | 14 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-14 22:59 | yes | 15 | 13 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 05:02 | yes | 0 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:17 | yes | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:29 | yes | 0 | 26 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:18 | yes | 0 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:34 | yes | 0 | 42 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:22 | yes | 0 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:15 | yes | 0 | 21 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:19 | yes | 0 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:17 | yes | 14 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:22 | yes | 2 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:34 | yes | 18 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 00:52 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:29 | yes | 0 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:49 | yes | 0 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:32 | yes | 0 | 46 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:26 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:26 | yes | 0 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 22:57 | yes | 0 | 43 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:15 | yes | 0 | 50 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:39 | yes | 0 | 32 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
Birdeye read as Birdeye AI Search
BrightEdge read as BrightEdge AI Catalyst
HubSpot read as HubSpot AEO Tool
HubSpots AEO Grader read as HubSpot AEO Tool
HubSpot AEO read as HubSpot AEO Tool
HubSpot AEO (Answer Engine Optimization) 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 Grader read as HubSpot AEO Tool
HubSpot's AEO Tool read as HubSpot AEO Tool
HubSpot's free AEO Grader read as HubSpot AEO Tool
HubSpot’s AI Search Grader read as HubSpot AEO Tool
HubSpot’s free AEO grader read as HubSpot AEO Tool
SE Ranking's AI Tracker read as SE Ranking AI Visibility Tracker
SE Ranking's AI Visibility Tracker read as SE Ranking AI Visibility Tracker
Semrush read as Semrush AI Visibility Toolkit
Semrush (AI Visibility Toolkit) read as Semrush AI Visibility Toolkit
Similarweb read as Similarweb AI Search Intelligence
Writesonic read as Writesonic GEO
Unresolved, counted raw
AI Search Sensor
AI Search Watcher
AI Visibility Score
Ahrefs Free AI Checker
Akii
Answer Monitor
Arobis AI Visibility Checker
Birdeye's Free AI Visibility Checker
Birdeye's tool
BrandOps
BrandPeek
BrandRank.ai
ChatGPT for Google
FixAEO
GetMint
Gracker AI
Guzu AI
Mangools AI Search Grader
Merlin
Norg
Pixis Visibility
Rankscale.ai
Reachroller
Scrunch AI Core
Searchable.com
Sider
Sill
Surfeo
TinaMind
Topify
Discontinued, still offered
No shut-down product was recommended here.