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. 50 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
20%
Contested · Profound 10%
20Otterly10Profound10Rankscale60others
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
Show the two 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.
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
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Otterly20%
Otterly20%02Profound10%
Profound10%03Rankscale10%
Rankscale10%04Peec AI8%
Peec AI8%05Scrunch8%
Scrunch8%06SE Ranking6%
SE Ranking6%07HubSpot AEO Tool4%
HubSpot AEO Tool4%08Semrush AI Visibility Toolkit2%
Semrush AI Visibility Toolkit2%09AthenaHQ2%
AthenaHQ2%10Ahrefs Brand Radar0%
Ahrefs Brand Radar0%11ZipTie0%
ZipTie0%What they warned about
One 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, 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.
Profound24%
9 of 38 labels negative · 4 of 12 models · 3 hard negative
“Price issue: $499/month for Lite plan is 48% more expensive than the category average... G2 reviews cite instability, slowness, and overwhelming dashboards” Kimi K2, negative prompt
Otterly9%
4 of 43 labels negative · 4 of 12 models · 2 hard negative
“Peec AI, Otterly AI, AthenaHQ: Frequent complaints on plan limits ... synthetic data flaws” Grok 4.20, negative prompt
Ahrefs Brand Radar20%
5 of 25 labels negative · 4 of 12 models
“their pricing model is aggressive... Only choose this if you are already a heavy Ahrefs user; otherwise, Scrunch offers a similar experience for less money.” Qwen 3.7 Flash, paraphrase prompt
Peec AI10%
3 of 31 labels negative · 3 of 12 models · 2 hard negative
“Peec AI, Otterly AI, AthenaHQ: Frequent complaints on plan limits ... Peec criticized for agencies/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
23 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. 342 links across 158 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 · Semrush8 answers · 13 citations · 4 models
8 answers · 9 citations · 3 models
vendor site · Reddit7 answers · 11 citations · 2 models
vendor site · Frase7 answers · 7 citations · 2 models
vendor site · SE Ranking7 answers · 7 citations · 2 models
vendor site · Zapier7 answers · 7 citations · 3 models
vendor site · YouTube6 answers · 22 citations · 1 model
6 answers · 6 citations · 3 models
vendor site · KIME6 answers · 6 citations · 2 models
vendor site · WP Engine6 answers · 6 citations · 2 models
vendor site · Amplitude5 answers · 6 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.
7 answers · 3 models
6 answers · 2 models
6 answers · 2 models
6 answers · 2 models
5 answers · 3 models
5 answers · 2 models
5 answers · 2 models
5 answers · 2 models
5 answers · 2 models
5 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 | 20% | 124 | 880 | 5 | 1,612 | 23 | ||
| Profound tryprofound.com | 10% | 143 | 90,500 | 2,284 | 42,887 | $318 | 50 | 1 |
| Rankscale rankscale.ai | 10% | 49 | 480 | 1 | 891 | 5 | ||
| Peec AI peec.ai | 8% | 112 | 2,400 | 12 | 1,162 | 41 | ||
| Scrunch scrunch.com | 8% | 47 | 8,100 | 2,957 | 2,897 | 14 | ||
| SE Ranking seranking.com SE Ranking 6%, SE Visible 2% | 8% | 88 | 8,100 | 207 | 309,691 | $2,632 | 50 | 6 |
| Wellows wellows.com | 6% | 3 | 5,400 | 169 | 4,197 | 11 | ||
| HubSpot parent site HubSpot AEO Tool 4% | 4% | 90 | 368,000 | 9,776 | ||||
| RadarKit radarkit.ai | 4% | 2 | ||||||
| Semrush parent site Semrush AI Visibility Toolkit 2% | 2% | 118 | 90,500 | 2,055 |
Google's top ten for the two searches hold 17 sites; 4 of them are among the sites the models cited here (brainlabsdigital.com, tryprofound.com, wpengine.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 4.5WellowsSiftlyChangedMentionovaOtterlyno first choicenothing named
Three alternatives
Ahrefs Brand Radar, GrackerAI, OtterlyThree alternatives
Otterly, Peec AI, SE Ranking's AI Search ToolkitFive alternatives
Geneo, Mutinex, Nightwatch, Rankscale, SE VisibleGPT-5.4 miniAthenaagainst: HubSpot AEO ToolSE RankingChangedAhrefs Brand Radar, Semrush AI Visibility ToolkitAIclicks, HubSpot AEO Toolagainst: Semrush AI Visibility Toolkitno first choicenothing named
One alternative
Semrush AI Visibility ToolkitFive alternatives
BlueJar, Otterly, Profound, Scrunch, ZipTieOne alternative
OtterlyGemini 3.5 FlashHubSpot AEO ToolPeec AIChangedRadarKitagainst: OtterlyRadarKit, Rankscaleagainst: Visby.AIProfound, RadarKit, Scrunchagainst: AthenaHQ, Semrush's native AI visibility add-ons
Four alternatives
LLM Pulse, Mentionova, Otterly, ProfoundThree alternatives
Profound, Semrush AI Visibility Toolkit, Trackerly.aiSix alternatives
HubSpot AEO Tool, Peec AI, Profound, Scrunch, Semrush AI Visibility Toolkit, Writesonic GEOThree alternatives
Bing Webmaster Tools, Google Search Console, OtterlyFour alternatives
Ahrefs Brand Radar, Azoma, Lumar, Semrush AI Visibility ToolkitPerplexity SonarWellowsSE RankingChangedno first choiceOtterlyagainst: Ubersuggestno first choicenothing named
Four alternatives
Goodie, Otterly, Peec AI, ProfoundTwo alternatives
Peec AI, ProfoundSeven alternatives
Ahrefs Brand Radar, Brandlight, Frase, Otterly, Peec AI, Profound, Semrush AI Visibility ToolkitOne alternative
RankscaleGrok 4.20Peec AIagainst: ProfoundOtterlyChangedagainst: Profound, SiftlyProfoundOtterlyAirOps, Profoundagainst: Ahrefs Brand Radar, AthenaHQ, Otterly, Peec AI, Profound, Semrush AIO Enterprise
One alternative
OtterlyOne alternative
Semrush AI Visibility ToolkitFour alternatives
Ahrefs Brand Radar, Otterly, Peec AI, Semrush AI Visibility ToolkitThree alternatives
Google Analytics 4, HubSpot AEO Tool, Rank PromptTwo alternatives
Ahrefs Brand Radar, Semrush AI Visibility ToolkitMistral SmallPeec AISE RankingChangedCognizoOtterlyProfoundagainst: 1ClickVPN Proxy, BrightEdge AI Catalyst, Conductor, Urban Ad Blocker, Urban Browser Guard, Urban VPN Proxy
Four alternatives
AthenaHQ, Otterly, Profound, Semrush AI Visibility ToolkitTwo alternatives
Otterly, Semrush AI Visibility ToolkitTwo alternatives
HubSpot AEO Tool, Writesonic GEOThree alternatives
AthenaHQ, HubSpot AEO Tool, SE Ranking AI Visibility TrackerThree alternatives
AirOps, AthenaHQ, ScrunchDeepSeek V4 FlashPeec AIagainst: ProfoundOtterlyChangedagainst: ProfoundOtterlyOtterly, Rankscaleno first choiceagainst: Ahrefs Brand Radar, seoClarity ArcAIagainst: Copy.ai, Jasper, Writesonic GEO
Three alternatives
Mentionova, Otterly, WellowsOne alternative
MaxAEOSix alternatives
HubSpot AEO Tool, Mention, Mentionova, Peec AI, Profound, Semrush AI Visibility ToolkitTwo alternatives
Geoptie, HubSpot AEO ToolFour alternatives
HubSpot AEO Tool, Peec AI, Profound, Semrush AI Visibility ToolkitLlama 4 Maverickno first choiceno first choiceHeldno first choiceSEOptimerAthenaHQ, Profound, Scrunchnothing named
Two alternatives
Peec AI, VisibleQwen 3.7 FlashOmniboundagainst: Semrush AI Visibility ToolkitScrunchChangedagainst: Ahrefs Brand RadarPeec AI, ProfoundLLM Pulseagainst: Profound, Scrunchno first choiceagainst: Ahrefs Brand Radar, HubSpot AEO Tool, Otterly, Peec AI, Profound, SE Ranking, Semrush AI Visibility Toolkit
Two alternatives
Peec AI, SE RankingOne alternative
SE RankingTen alternatives
Ahrefs Brand Radar, AthenaHQ, Frase, Mentionova, Otterly, Rankscale, SE Ranking, SE Visible, Semrush AI Visibility Toolkit, Surfer SEOThree alternatives
AIclicks, HubSpot AEO Tool, OtterlyKimi K2ScrunchTracemetryChangedagainst: ProfoundProfoundOtterly, Rankscaleno first choiceagainst: Otterly, Peec AI, Profound
Four alternatives
AIVO Platform, Goodie, Peec AI, Semrush AI Visibility ToolkitFour alternatives
Brand24, Chatbeat, Otterly, ScrunchSix alternatives
Ahrefs Brand Radar, Otterly, Peec AI, Scrunch, Semrush AI Visibility Toolkit, Writesonic GEOThree alternatives
HubSpot AEO Tool, Peec AI, ZipTie.aiGLM 4.7 FlashXSemrush AI Visibility ToolkitAstiva AIChangedProfoundOtterly, Rankscaleagainst: Waikay.iono first choicenothing named
Three alternatives
Ahrefs Brand Radar, Otterly, ProfoundFour alternatives
Ahrefs Brand Radar, Otterly, Profound, Semrush AI Visibility ToolkitTen alternatives
AIclicks, AirOps, Amplitude AI Visibility, Goodie, HubSpot AEO Tool, SE Ranking, Semrush AI Visibility Toolkit, Trackerly.ai, ZipTie, xSeekTwo alternatives
Peek, ZipTieMiniMax M2.5WellowsSE VisibleChangedFrase, ProfoundOtterly, RankscaleProfoundagainst: Ahrefs Brand Radar, SEMrush Standard AI Toolkit
Two alternatives
Mentionova, ProfoundThree alternatives
Lumar, Seobility, Track My VisibilityFive alternatives
HubSpot AEO Tool, Otterly, SE Ranking, Semrush AI Visibility Toolkit, ZipTieThree alternatives
HubSpot AEO Tool, Keyword.com AI Tracker, ZipTieFour alternatives
Conductor, HubSpot AEO Tool, Omnibound, 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.
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 | 2026-09-14 22:56 | yes | 7 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:42 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:20 | yes | 19 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 03:08 | yes | 20 | 4 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) | 2026-09-15 04:52 | yes | 0 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:20 | yes | 0 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 03:27 | yes | 0 | 42 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:21 | yes | 0 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:56 | yes | 0 | 53 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:39 | yes | 0 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:16 | yes | 0 | 15 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:17 | yes | 0 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:12 | yes | 16 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:13 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 22:54 | yes | 17 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 01:08 | yes | 19 | 5 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 03:13 | yes | 0 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:55 | yes | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 03:16 | yes | 0 | 31 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:57 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:29 | yes | 0 | 46 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:37 | yes | 0 | 41 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:10 | yes | 0 | 110 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:01 | yes | 0 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:44 | yes | 8 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:43 | yes | 8 | 16 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:49 | yes | 12 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 04:07 | yes | 20 | 11 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 01:05 | yes | 0 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:54 | yes | 0 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:02 | yes | 0 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:13 | yes | 0 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:44 | yes | 0 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:04 | yes | 0 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 05:03 | yes | 0 | 26 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:51 | yes | 0 | 13 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:22 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:28 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:40 | yes | 25 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 23:32 | yes | 20 | 6 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 00:37 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:32 | yes | 0 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:39 | yes | 0 | 15 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:54 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:25 | yes | 0 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:51 | yes | 0 | 32 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:48 | yes | 0 | 129 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:53 | yes | 0 | 10 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:03 | yes | 17 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:27 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:25 | yes | 15 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 04:09 | yes | 20 | 10 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 01:36 | yes | 0 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:31 | yes | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:35 | yes | 0 | 73 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:06 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:35 | yes | 0 | 75 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:54 | yes | 0 | 87 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:44 | yes | 0 | 106 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:41 | yes | 0 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:09 | yes | 31 | 16 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:54 | yes | 6 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:29 | yes | 18 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 03:54 | yes | 20 | 6 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 03:32 | yes | 0 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:10 | yes | 0 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:42 | yes | 0 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:42 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:12 | yes | 0 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:05 | yes | 0 | 54 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:09 | yes | 0 | 22 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:52 | yes | 0 | 44 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
3 of 4 flipped
GPT-5.4 mini
4 of 4 flipped
Gemini 3.5 Flash
6 of 6 flipped
Perplexity Sonar
2 of 4 flipped
Grok 4.20
3 of 6 flipped
Mistral Small
3 of 6 flipped
DeepSeek V4 Flash
5 of 5 flipped
Llama 4 Maverick
6 of 6 flipped
Qwen 3.7 Flash
6 of 6 flipped
Kimi K2
3 of 5 flipped
GLM 4.7 FlashX
4 of 4 flipped
MiniMax M2.5
4 of 5 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
Amplitude read as Amplitude AI Visibility
Birdeye Search AI read as Birdeye AI Search
BrightEdge read as BrightEdge AI Catalyst
HubSpot AEO read as HubSpot AEO Tool
HubSpot AEO Grader 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
Writesonic read as Writesonic GEO
Writesonic (GEO) read as Writesonic GEO
Unresolved, counted raw
1ClickVPN Proxy
AIVO Platform
Azoma
Bing Webmaster Tools AI Performance dashboard
BlueJar
Chatbeat
Genrank
GetCito
Google Search Console's generative report
LLMRankings.io
Semrush AI Search Visibility Checker
Semrush Free AI Visibility Checker
Semrush's free AI Search Visibility Checker
Semrush's native AI visibility add-ons
Similarweb AI
Surfer AI Tracker
Tracemetry
Track My Visibility
Urban Ad Blocker
Urban Browser Guard
Urban VPN Proxy
Visby.AI
Visible
Wellows AI Overviews Tracker
Wellows ChatGPT Visibility Tracker
Wellows Perplexity Visibility Tracker
Yext Scout
ZipTie.ai
Discontinued, still offered
No shut-down product was recommended here.