AI visibility and answer engine tracking tools for enterprise buyers
Asked as “AI visibility and answer engine tracking tool”, and as “tool for tracking brand visibility in AI answers”, on behalf of an enterprise B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
55%
Clear leader
55Profound06Cognizo06Conductor33others
55% of first choices, clear leader.
Since September 2026▼−9Since September 2026: 63% → 53%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Profound held the lead, −9 points on 63%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Otterly31%Contested▼−19Since September 2026: 47% → 28%, −19 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →Mid-marketOtterly20%Contested▼−1Since September 2026: 20% → 19%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Profound55%Clear leader▼−9Since September 2026: 63% → 53%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This page
Otterly31%Contested▼−19Since September 2026: 47% → 28%, −19 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →Mid-marketOtterly20%Contested▼−1Since September 2026: 20% → 19%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseProfound55%Clear leader▼−9Since September 2026: 63% → 53%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Profound55%8%64endorsed leader▼−9Since September 2026: 63% → 53%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.63% → 53%
Profound55%8%64endorsed leader▼−9Since September 2026: 63% → 53%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.63% → 53%02
Conductor6%8%25accepted challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%
Conductor6%8%25accepted challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%03
Semrush AI Visibility Toolkit6%27%33criticized challenger▲+7Since September 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 7%
Semrush AI Visibility Toolkit6%27%33criticized challenger▲+7Since September 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 7%04
Peec AI6%30%23criticized challenger▲+2Since September 2026: 2% → 5%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%
Peec AI6%30%23criticized challenger▲+2Since September 2026: 2% → 5%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%05
AthenaHQ2%0%11accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
AthenaHQ2%0%11accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%06
Ahrefs Brand Radar2%37%19criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Ahrefs Brand Radar2%37%19criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the three products at 0%, ordered by negative rate
09Otterly0%50%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Otterly0%50%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
HubSpot AEO Grader0%29%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
HubSpot AEO Grader0%29%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
Scrunch0%11%27accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Scrunch0%11%27accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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-eight head-to-head pages: the top eight products, each against each
Otterly vs Semrush AI Visibility ToolkitOtterly vs RankscaleOtterly vs SE RankingOtterly vs ScrunchPeec AI vs ProfoundPeec AI vs HubSpot AEO GraderPeec AI vs Semrush AI Visibility ToolkitPeec AI vs RankscalePeec AI vs SE RankingPeec AI vs ScrunchProfound vs HubSpot AEO GraderProfound vs Semrush AI Visibility ToolkitProfound vs RankscaleProfound vs SE RankingProfound vs ScrunchHubSpot AEO Grader vs Semrush AI Visibility ToolkitHubSpot AEO Grader vs RankscaleHubSpot AEO Grader vs SE RankingHubSpot AEO Grader vs ScrunchSemrush AI Visibility Toolkit vs RankscaleSemrush AI Visibility Toolkit vs SE RankingSemrush AI Visibility Toolkit vs ScrunchRankscale vs SE RankingRankscale vs ScrunchSE Ranking vs Scrunch
One product takes 55% of first choices here, so the chart would put eight markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Five products carry a negative rate above 25% in this category.
What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash and GLM 4.7 FlashX 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.
Otterly50%
9 of 18 labels negative · 8 of 14 models · 2 hard negative
“Examples of great budget-friendly tools for freelancers or SMBs include **Otterly.AI**, **Peec AI**, or **Rankscale**. However, these are highly problematic for enterprises.” Gemini 3.5 Flash, negative prompt
Semrush AI Visibility Toolkit27%
9 of 33 labels negative · 7 of 14 models · 2 hard negative
“Why avoid/caution: Per-domain pricing ($99+/month per domain) becomes prohibitively expensive at enterprise scale” Grok 4.1 Fast, negative prompt
Peec AI30%
7 of 23 labels negative · 7 of 14 models · 1 hard negative
“these are highly problematic for enterprises... lack enterprise-grade compliance” Gemini 3.5 Flash, negative prompt
Ahrefs Brand Radar37%
7 of 19 labels negative · 6 of 14 models · 3 hard negative
“**Avoid or heavily scrutinize:** Any vendor that lacks SOC 2 Type II certification... Notably, **Ahrefs publicly states it is not currently certified**” DeepSeek V4 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
80 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1194 links across 317 sites, every framing counted. Ranked by the number of answers carrying the site or page. 1 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.
36 answers · 51 citations · 10 models
vendor site · HubSpot32 answers · 58 citations · 11 models
31 answers · 31 citations · 11 models
vendor site · Wellows27 answers · 27 citations · 10 models
vendor site · AirOps26 answers · 41 citations · 11 models
vendor site · Conductor26 answers · 35 citations · 11 models
vendor site · Semrush23 answers · 39 citations · 10 models
vendor site · Integrate22 answers · 22 citations · 12 models
vendor site · HubSpot20 answers · 22 citations · 10 models
vendor site · Geoptie17 answers · 22 citations · 7 models
vendor site · Scrunch17 answers · 22 citations · 8 models
vendor site · Birdeye17 answers · 21 citations · 10 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.
31 answers · 11 models
26 answers · 10 models
22 answers · 12 models
21 answers · 11 models
18 answers · 10 models
14 answers · 8 models
14 answers · 6 models
13 answers · 6 models
13 answers · 8 models
13 answers · 4 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “ai visibility and answer engine tracking tool”, “best ai visibility and answer engine tracking tool”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Profound tryprofound.com | 55% | 126 | 90,500 | 2,284 | 42,887 | $318 | 50 | 1 |
| Semrush semrush.com Semrush AI Visibility Toolkit 6%, Semrush's Enterprise AI visibility offering 2% | 8% | 105 | 90,500 | 2,055 | 2,885,637 company | $1,727 | 103 | |
| Conductor conductor.com | 6% | 117 | 49,500 | 26,956 | 45,843 | 30 | ||
| Cognizo cognizo.ai | 6% | 16 | ||||||
| Peec AI peec.ai | 6% | 93 | 2,400 | 12 | 1,162 | 41 | ||
| seoClarity ArcAI seoclarity.net | 4% | 2 | 12,039 | $19 | 4 | |||
| AthenaHQ athenahq.ai | 2% | 21 | 1,000 | 4 | 732 | 7 | ||
| Semrush parent site Semrush Enterprise AIO 2% | 2% | 8 | 90,500 | 2,055 | ||||
| Rankscale rankscale.ai | 2% | 32 | 480 | 1 | 891 | 5 | ||
| AirOps airops.com AirOps Insights 2%, AirOps 0% | 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 (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 an enterprise B2B company?”Paraphrase“Which tool for tracking brand visibility in AI answers would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade AI visibility and answer engine tracking tools and how do they differ?”Budget-constrained“What is the best AI visibility and answer engine tracking tool for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an AI visibility and answer engine tracking tool. What should we look at?”Negative“Which AI visibility and answer engine tracking tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5ProfoundProfound, Semrush AI Visibility ToolkitChangedProfound, Rankscaleagainst: EvertuneProfoundno first choicenothing named
Four alternatives
AthenaHQ, GrackerAI, Mentionova, Semrush AI Visibility ToolkitOne alternative
WellowsTwo alternatives
Conductor, HubSpot AEO GraderTwo alternatives
Evertune, LogfireGPT-5.4 miniseoClarity ArcAISemrush's Enterprise AI visibility offeringChangedConductoragainst: HubSpot AEO GraderPeec AIagainst: Profoundno first choiceagainst: Otterly, Peec AI
Two alternatives
Conductor, OtterlyTwo alternatives
Brandlight, ConductorFour alternatives
BrightEdge AI Catalyst, Otterly, Profound, Semrush AI Visibility ToolkitOne alternative
OtterlyGemini 3.5 FlashProfoundAthenaHQChangedProfoundseoClarity ArcAIProfoundagainst: Otterly, Peec AI, Rankscale
Four alternatives
AthenaHQ, Scrunch, Semrush Enterprise AI Optimization, Similarweb GenAI IntelligenceFive alternatives
Ahrefs Brand Radar, Bluefish AI, HubSpot AEO Grader, Profound, Semrush AI Visibility ToolkitThree alternatives
AirOps, Evertune AI, Similarweb AI Search IntelligenceThree alternatives
AthenaHQ, Conductor, Peec AIThree alternatives
Conductor, Scrunch, Similarweb AI Search IntelligencePerplexity SonarProfoundProfoundHeldagainst: Brand24, HubSpot AEO Grader, Moz AI VisibilityProfoundConductoragainst: Semrush AI Visibility Toolkitno first choicenothing named
Four alternatives
Birdeye AI Search, BrightEdge AI Catalyst, Scrunch, Semrush Enterprise AIOTwo alternatives
Ahrefs Brand Radar, Semrush AI Visibility ToolkitThree alternatives
Conductor, Scrunch, Semrush Enterprise AIOOne alternative
ProfoundGrok 4.1 FastProfoundSemrush Enterprise AIOChangedProfoundProfoundagainst: HubSpot AEO Grader, LLM PulseProfoundagainst: Ahrefs Brand Radar, HubSpot AEO Grader, Otterly, Peek, Semrush AI Visibility Toolkit
Four alternatives
AthenaHQ, Conductor, HubSpot AEO Grader, Semrush AI Visibility ToolkitTwo alternatives
Moz AI Visibility, ProfoundFour alternatives
Otterly, Peec AI, Scrunch, Semrush AI Visibility ToolkitFive alternatives
AirOps, Birdeye AI Search, Cognizo, Kime AI, RankshiftFour alternatives
AthenaHQ, Conductor, Trakkr, xSeekMistral SmallProfoundMentionovaChangedProfoundProfound, Semrush AI Visibility Toolkitno first choicenothing named
Two alternatives
Scrunch, xFunnelOne alternative
SurferSEO's AI Visibility ToolsTwo alternatives
Cognizo, ScrunchOne alternative
Peec AIDeepSeek V4 FlashProfoundConductorChangedProfoundCognizoagainst: BrightEdge AI Catalyst, Semrush AI Visibility ToolkitProfoundagainst: Conductor, Genezio, Otterlyagainst: Ahrefs Brand Radar, HubSpot's AEO tool, Semrush AI Visibility Toolkit
Two alternatives
Conductor, ScrunchTwo alternatives
Adobe Brand Visibility, Meltwater AI VisibilityEight alternatives
Adobe LLM Optimizer, Ahrefs Brand Radar, AirOps, BrightEdge AI Catalyst, Conductor, Scrunch, Semrush AI Visibility Toolkit, Similarweb AI Search IntelligenceOne alternative
ProfoundOne alternative
ScrunchLlama 4 MaverickProfoundSight AIChangedno first choiceno first choiceProfoundnothing named
Two alternatives
HubSpot AEO Grader, Writesonic GEOFour alternatives
Brand24, Brandwatch, Semrush AI Visibility Toolkit, TalkwalkerThree alternatives
AirOps, HubSpot AEO Grader, xSeek ScaleQwen 3.7 FlashProfoundConductorChangedAirOps InsightsAhrefs Brand Radar, Semrush AI Visibility Toolkitagainst: Peec AI, Profound, Scrunchno first choiceagainst: Ahrefs Brand Radar, Moz, Semrush AI Visibility Toolkit
Three alternatives
DeepSmith, Knowatoa, QuattrTwo alternatives
Profound, Semrush AI Visibility ToolkitFour alternatives
Otterly, Peec AI, Profound, SellmTwo alternatives
Brandwatch, TalkwalkerKimi K2ProfoundProfoundHeldProfoundPeec AIProfoundagainst: Otterly, Peec AI, Rankscaleagainst: AirOps, Profound
Three alternatives
Adobe Brand Visibility, Birdeye AI Search, HubSpot AEO GraderOne alternative
Semrush for EnterpriseSix alternatives
BrightEdge AI Catalyst, Cognizo, Conductor AEO, Otterly, Rankscale, Similarweb AI Search IntelligenceOne alternative
ProfoundTwo alternatives
Conductor, GenezioGLM 4.7 FlashXRankscaleProfoundChangedProfoundCognizoagainst: Ahrefs Brand Radar, Scrunch, Semrush AI Visibility Toolkitno first choiceagainst: Ahrefs Brand Radar, Moz, Profound, Semrush AI Visibility Toolkit
Six alternatives
HubSpot AEO Grader, KIME, Otterly, Peec AI, Profound, Semrush AI Visibility ToolkitTwo alternatives
Brandwatch, Semrush AI Visibility ToolkitSix alternatives
Ahrefs Brand Radar, AthenaHQ, Cognizo, Scrunch, Semrush AI Visibility Toolkit, Similarweb AI Search IntelligenceOne alternative
ProfoundMiniMax M2.5ProfoundProfoundHeldAthenaHQ, Profoundagainst: OtterlyCognizono first choiceagainst: Ahrefs Brand Radar, Conductor, Otterly, Peec AI, Semrush AI Visibility Toolkit
One alternative
GaugeThree alternatives
Cognizo AI Visibility, Semrush AI Visibility Toolkit, Similarweb AI Search IntelligenceThree alternatives
KIME, Peec AI, Semrush AI Visibility ToolkitTwo alternatives
Otterly, Peec AIFive alternatives
AccuroAI, Conductor, Genezio, Profound, TrakkrGPT-6 LunaProfoundProfoundHeldProfoundPeec AIagainst: ScrunchProfoundagainst: Peec AIagainst: Ahrefs Brand Radar, Google's Search Console, Otterly, Semrush AI Visibility Toolkit
Two alternatives
Scrunch, Semrush Enterprise AIOOne alternative
ScrunchFive alternatives
Adobe Brand Visibility, Bluefish AI Monitoring Suite, Conductor, Scrunch, Semrush Enterprise AIOOne alternative
ProfoundThree alternatives
Ahrefs Brand Radar, Scrunch, Semrush Enterprise AIOMuse Glimmer 30BProfoundProfoundHeldConductor, Gauge, ProfoundAirOps InsightsOnBrandagainst: Otterly, Peec AI, Profound
Three alternatives
BrightEdge AI Agent Insights / AI Hyper Cube, Conductor, Semrush AI Visibility ToolkitTwo alternatives
Meltwater AI Visibility Tracking, RankscaleThree alternatives
BrightEdge AI Catalyst, OnBrand, Semrush AI Visibility ToolkitTwo alternatives
Peec AI, SE VisibleBold 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
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 | 2026-10-01 13:25 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:36 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:00 | yes | 21 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:23 | yes | 19 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:54 | yes | 22 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:49 | yes | 10 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:40 | yes | 23 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 14:16 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:25 | yes | 5 | 19 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:00 | yes | 19 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:41 | yes | 22 | 31 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:00 | yes | 8 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:46 | yes | 4 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:36 | yes | 21 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 14:09 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:47 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:05 | yes | 20 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 12:00 | yes | 16 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:23 | yes | 23 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:15 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:45 | yes | 21 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:19 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:52 | yes | 10 | 53 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:26 | yes | 25 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:46 | yes | 24 | 58 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:56 | yes | 5 | 17 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:07 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:48 | yes | 24 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:27 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:08 | yes | 8 | 15 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:42 | yes | 25 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 13:13 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:48 | yes | 24 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:37 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 14:01 | yes | 25 | 54 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:23 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:58 | yes | 5 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:08 | yes | 25 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:29 | yes | 24 | 95 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:32 | yes | 20 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:47 | yes | 8 | 59 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:51 | yes | 23 | 57 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:18 | yes | 19 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:49 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:49 | yes | 22 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:52 | yes | 22 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:49 | yes | 23 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:26 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:09 | yes | 24 | 34 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:48 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:23 | yes | 10 | 56 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:07 | yes | 19 | 64 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:52 | yes | 22 | 37 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:24 | yes | 18 | 54 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:09 | yes | 2 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:51 | yes | 21 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:24 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:01 | yes | 4 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:28 | yes | 21 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:51 | yes | 17 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:06 | yes | 19 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:11 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:08 | yes | 13 | 52 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:17 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:23 | no | 0 | 41 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:56 | yes | 15 | 34 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:11 | yes | 15 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:46 | yes | 10 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:05 | yes | 6 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:38 | yes | 14 | 32 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:47 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:05 | yes | 6 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:12 | yes | 21 | 34 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:30 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:32 | yes | 25 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:38 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:46 | yes | 24 | 46 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:53 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:31 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:31 | yes | 24 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:13 | yes | 25 | 129 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:39 | yes | 24 | 55 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:10 | yes | 7 | 55 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:12 | yes | 23 | 28 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 (AI visibility features) read as Ahrefs Brand Radar
Birdeye read as Birdeye AI Search
Birdeye Search AI read as Birdeye AI Search
BrightEdge read as BrightEdge AI Catalyst
SEMrush read as Semrush AI Visibility Toolkit
Semrush read as Semrush AI Visibility Toolkit
Semrush (AI Visibility Toolkit) read as Semrush AI Visibility Toolkit
Semrush Enterprise read as Semrush AI Visibility Toolkit
Semrush's AI Visibility Toolkit read as Semrush AI Visibility Toolkit
Similarweb read as Similarweb AI Search Intelligence
Similarweb (AI Search Intelligence) read as Similarweb AI Search Intelligence
Writesonic read as Writesonic GEO
seoClarity read as seoClarity ArcAI
seoClarity (with Clarity ArcAI) read as seoClarity ArcAI
Unresolved, counted raw
AccuroAI
Alhena AI Visibility
Bluefish AI
Bluefish AI Monitoring Suite
BrightEdge AI Agent Insights / AI Hyper Cube
Cognizo AI Visibility
Conductor AEO
Evertune AI
Google's Search Console
Harmon.ie
HubSpot's AEO tool
Kime AI
Logfire
Meltwater AI Visibility
Meltwater AI Visibility Tracking
Mirotype
Search Atlas LLM Visibility
Semrush's Enterprise AI visibility offering
Similarweb GenAI Intelligence
SurferSEO's AI Visibility Tools
Temso
brandlight.ai
Discontinued, still offered
No shut-down product was recommended here.