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. 44 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
61%
Clear leader
61Profound05AirOps05Cognizo30others
61% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three 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 enterprise.
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
One product takes 61% of first choices here, so the chart would put nine 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. Two products carry a negative rate above 25% in this category.
What they warned about
Nine of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Llama 4 Maverick and Qwen 3.7 Flash 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.
Profound14%
8 of 59 labels negative · 7 of 12 models · 2 hard negative
“Profound (Self-Serve Plans): ... strictly seat-capped ... forced into a highly customized, expensive Enterprise contract” Gemini 3.5 Flash, budget prompt
Otterly53%
8 of 15 labels negative · 6 of 12 models · 3 hard negative
“Otterly.ai: Claude is not tracked on any self-serve plan... $29/mo → $189/mo is a 6.5x jump... Strong monitoring but no practical path to action” GLM 4.7 FlashX, negative prompt
Semrush AI Visibility Toolkit21%
6 of 28 labels negative · 5 of 12 models · 3 hard negative
“What to Avoid for Your Specific Criteria: Semrush & Ahrefs ... they heavily monetize user seats” Gemini 3.5 Flash, budget prompt
Ahrefs Brand Radar41%
7 of 17 labels negative · 4 of 12 models · 2 hard negative
“What to Avoid for Your Specific Criteria: Semrush & Ahrefs” Gemini 3.5 Flash, budget 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 191 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.
7 answers · 9 citations · 3 models
vendor site · YouTube6 answers · 21 citations · 1 model
vendor site · LLM Pulse6 answers · 7 citations · 2 models
6 answers · 7 citations · 3 models
vendor site · SE Ranking6 answers · 7 citations · 2 models
vendor site · KIME6 answers · 6 citations · 3 models
vendor site · Zapier6 answers · 6 citations · 2 models
vendor site · HubSpot5 answers · 6 citations · 3 models
vendor site · Integrate5 answers · 5 citations · 2 models
vendor site · WP Engine5 answers · 5 citations · 3 models
vendor site · AirOps4 answers · 7 citations · 3 models
vendor site · Amplitude4 answers · 5 citations · 2 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.
6 answers · 2 models
6 answers · 2 models
5 answers · 2 models
5 answers · 2 models
5 answers · 3 models
4 answers · 1 model
4 answers · 2 models
4 answers · 1 model
4 answers · 3 models
4 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 |
|---|---|---|---|---|---|---|---|---|
| Profound tryprofound.com | 61% | 143 | 90,500 | 2,284 | 42,887 | $318 | 50 | 1 |
| AirOps airops.com | 5% | 15 | 6,600 | 31 | 2,668 | $1,550 | 20 | |
| Cognizo cognizo.ai | 5% | 7 | ||||||
| Scrunch scrunch.com | 2% | 47 | 8,100 | 2,957 | 2,897 | 14 | ||
| Conductor conductor.com | 2% | 134 | 49,500 | 26,956 | 45,843 | 30 | ||
| BrightEdge AI Catalyst brightedge.com | 2% | 13 | 27,218 | 2 | ||||
| Peec AI peec.ai | 2% | 112 | 2,400 | 12 | 1,162 | 41 | ||
| AthenaHQ athenahq.ai | 2% | 33 | 1,000 | 4 | 732 | 7 | ||
| SE Ranking seranking.com SE Ranking 2%, SE Visible 0% | 2% | 88 | 8,100 | 207 | 309,691 | $2,632 | 50 | 6 |
| seoClarity ArcAI seoclarity.net | 2% | 5 | 12,039 | $19 | 4 |
Google's top ten for the two searches hold 17 sites; 4 of them are among the sites the models cited here (nicklafferty.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 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 4.5ProfoundProfoundHeldProfoundProfoundno first choicenothing named
One alternative
EvertuneThree alternatives
Ahrefs Brand Radar, Evertune, SE Ranking's AI Search ToolkitTwo alternatives
Conductor, RankscaleOne alternative
Brand DashboardGPT-5.4 miniProfoundBrightEdge AI Catalyst, OmniSEO®ChangedScrunchagainst: AthenaHQ, ProfoundProfoundno first choicenothing named
Three alternatives
BrightEdge AI Catalyst, Conductor, YextThree alternatives
Otterly, Peec AI, ScrunchFour alternatives
Adobe LLM Optimizer, Bluefish, BrightEdge AI Agent Insights / AI Search, Semrush AI Visibility ToolkitFour alternatives
Bluefish, BrightEdge AI Catalyst, Conductor, XLR8 AIGemini 3.5 FlashProfoundProfoundHeldProfoundAthenaHQagainst: Ahrefs Brand Radar, Profound, Semrush AI Visibility ToolkitProfoundagainst: Otterly, Rankscale, Writesonic GEO
Four alternatives
AirOps, RadarKit, Scrunch, Semrush AI Visibility ToolkitThree alternatives
BrightEdge AI Catalyst, Semrush Enterprise AIO, ZipTieFour alternatives
AthenaHQ, RadarKit, Scrunch, Semrush Enterprise AI OptimizationTwo alternatives
AirOps, Peec AIFour alternatives
BrightEdge AI Catalyst, Conductor, Semrush Enterprise AI Optimization, ZipTiePerplexity SonarProfoundProfoundHeldProfoundConductoragainst: Scrunchno first choiceagainst: SEMrush's standard AI Toolkit / AIO setup
Four alternatives
Amplitude AI Visibility, KIME, Peec AI, WellowsThree alternatives
Peec AI, SE Visible, Semrush AI Visibility ToolkitFive alternatives
Ahrefs Brand Radar, BrightEdge AI Catalyst, Conductor, Peec AI, Semrush AI Visibility ToolkitOne alternative
ProfoundGrok 4.20ProfoundProfoundHeldagainst: Ahrefs Brand Radar, Amplitude AI Visibility, Birdeye AI Search, ScrunchProfound, Scrunchagainst: Otterly, Peec AIGeoptieagainst: Profoundno first choiceagainst: Ahrefs Brand Radar, HubSpot AEO Tool, Nightwatch, Otterly, Peec AI, Semrush AI Visibility Toolkit, ZipTie
Four alternatives
Ahrefs Brand Radar, KIME, Scrunch, Semrush AI Visibility ToolkitOne alternative
Semrush Enterprise AIOFour alternatives
BrightEdge AI Catalyst, Conductor, OnBrand, Semrush Enterprise AIOTwo alternatives
Cognizo, Peec AIEight alternatives
AEO Vision, Arize, Braintrust, Fiddler, Genezio, LangSmith, Langfuse, ProfoundMistral SmallProfoundProfoundHeldProfound, ScrunchProfound, SE RankingProfoundagainst: Google Bard, Google Workspace AI features, Microsoft 365 Copilot, Perplexity free tier, Public ChatGPT, Salesforce Einstein, free Claude
Five alternatives
Ahrefs Brand Radar, Brandwatch Generative AI, Petra Labs, SE Visible, Semrush AI Visibility ToolkitFive alternatives
Ahrefs Brand Radar, Birdeye AI Search, Gauge, SE Ranking, Semrush AI Visibility ToolkitFour alternatives
AirOps, AthenaHQ, Mentionova, Semrush AI Visibility ToolkitTwo alternatives
Goodie, Peec AIThree alternatives
Cognizo, Conductor Intelligence, ScrunchDeepSeek V4 FlashProfoundagainst: Peec AIProfoundHeldProfound, Scrunchagainst: Semrush AI Visibility ToolkitCognizoagainst: Profoundno first choiceagainst: AthenaHQ, Beamtrace, Evertune, HubSpot AEO Tool, Otterly, Scrunch, Writesonic GEO, xSeek
Three alternatives
AirOps, BrightEdge AI Catalyst, ScrunchThree alternatives
Ayzeo, Scrunch, Semrush AI Visibility ToolkitThree alternatives
Adobe LLM Optimizer, BrightEdge AI Catalyst, ConductorOne alternative
EvertuneLlama 4 MaverickProfoundSight AIChangedProfoundno first choiceOnBrandagainst: AirOps, Profound
Five alternatives
KIME, Otterly, Peec AI, Scrunch, Semrush AI Visibility ToolkitTwo alternatives
Brandwatch, HubSpot AEO ToolTwo alternatives
Otterly, Peec AIThree alternatives
Profound, Scrunch, xSeek ScaleQwen 3.7 FlashFinseo, ProfoundLumarChangedProfoundagainst: Semrush AI Visibility ToolkitScrunchAirOps, Profoundagainst: Ahrefs Brand Radar, Otterly, Promptwatch, Rankscale, SEMrush Standard AI Toolkit, Trackerly
One alternative
ScrunchThree alternatives
Brandwatch, HubSpot AEO Tool, MeltwaterTwo alternatives
Conductor, TrakkrThree alternatives
HubSpot AEO Tool, Peec AI, ProfoundTwo alternatives
Semrush AI Visibility Toolkit, SiteimproveKimi K2ProfoundProfoundHeldagainst: ScrunchProfoundagainst: Ahrefs Brand Radar, Semrush AI Visibility ToolkitPeec AIagainst: Ahrefs Brand Radar, HubSpot AEO Tool, Profound, Scrunch, Semrush AI Visibility ToolkitCognizoagainst: Ahrefs Brand Radar, AthenaHQ, Nightwatch, Otterly, Peec AI, Profound, Semrush AIO Features
Two alternatives
Omnibound, Peec AIThree alternatives
AirOps, AthenaHQ, ScrunchTwo alternatives
Athena, SE VisibleFour alternatives
Conductor, Nightwatch, Profound, seoClarity ArcAIGLM 4.7 FlashXProfoundagainst: OtterlyProfoundHeldProfoundseoClarity ArcAIno first choiceagainst: AIclicks, Otterly
Two alternatives
Scrunch, WellowsThree alternatives
Cloro, Finseo, SE RankingSeven alternatives
BrightEdge AI Catalyst, Conductor AI Search Performance, Promptwatch, SE Ranking, Semrush AI Visibility Toolkit, Sona AI Visibility, Writesonic GEOTwo alternatives
AthenaHQ, HubSpot AEO ToolMiniMax M2.5ProfoundProfoundHeldProfoundno first choiceAirOpsagainst: Peec AI, Profound
One alternative
WellowsThree alternatives
Amplitude AI Visibility, Mentionova, Semrush AI Visibility ToolkitFive alternatives
Ahrefs Brand Radar, Cloro, Mentionova, Promptwatch, Semrush AI Visibility ToolkitThree alternatives
Conductor, Profound, 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 | 2026-09-15 01:01 | yes | 15 | 11 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:13 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:13 | yes | 21 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 03:07 | 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) | 2026-09-15 04:41 | yes | 0 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:25 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:00 | yes | 0 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:32 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:56 | yes | 0 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 22:52 | yes | 0 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:18 | yes | 0 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:49 | yes | 0 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:19 | yes | 8 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:26 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:55 | yes | 22 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 00:24 | 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 01:22 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:14 | yes | 0 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:40 | yes | 0 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:39 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:45 | yes | 0 | 52 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:16 | yes | 0 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:39 | yes | 0 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:54 | yes | 0 | 14 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 22:58 | yes | 17 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:33 | yes | 4 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 05:07 | yes | 17 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 04:23 | yes | 20 | 8 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 01:07 | yes | 0 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:57 | yes | 0 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:47 | yes | 0 | 68 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:31 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:18 | yes | 0 | 50 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:09 | yes | 0 | 111 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:16 | yes | 0 | 24 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:28 | yes | 0 | 17 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:22 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:07 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:37 | yes | 20 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 22:57 | 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 02:56 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:47 | yes | 0 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:08 | yes | 0 | 34 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:48 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:43 | yes | 0 | 54 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:47 | yes | 0 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:00 | yes | 0 | 200 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:11 | yes | 0 | 86 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:08 | yes | 16 | 16 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:23 | yes | 2 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:18 | yes | 14 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-14 23:04 | yes | 20 | 8 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 01:06 | yes | 0 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:32 | yes | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:18 | yes | 0 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:12 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:10 | yes | 0 | 43 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:44 | yes | 0 | 55 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:07 | yes | 0 | 47 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:30 | yes | 0 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:23 | yes | 28 | 16 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:13 | no | 0 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:16 | yes | 13 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 04:17 | 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) | 2026-09-14 23:53 | yes | 0 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:13 | yes | 0 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:32 | yes | 0 | 52 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:33 | yes | 0 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:13 | yes | 0 | 67 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:10 | yes | 0 | 61 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:18 | yes | 0 | 34 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:58 | yes | 0 | 46 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
Amplitude read as Amplitude AI Visibility
Birdeye Search AI read as Birdeye AI Search
BrightEdge read as BrightEdge AI Catalyst
BrightEdge (AI Catalyst) read as BrightEdge AI Catalyst
HubSpot AEO read as HubSpot AEO Tool
HubSpot AEO Grader read as HubSpot AEO Tool
HubSpot AI Grader (free audit) read as HubSpot AEO Tool
Semrush read as Semrush AI Visibility Toolkit
Semrush (AI Visibility Toolkit) read as Semrush AI Visibility Toolkit
Semrush (Enterprise AIO) read as Semrush AI Visibility Toolkit
Semrush (Enterprise tier) read as Semrush AI Visibility Toolkit
Writesonic read as Writesonic GEO
seoClarity read as seoClarity ArcAI
Unresolved, counted raw
Brand Dashboard
Brandwatch Generative AI
BrightEdge AI Agent Insights / AI Search
Conductor AI Search Performance
Conductor Intelligence
Credo AI
Discovered Labs
Geoptie free tools
Google Bard
Google Workspace AI features
GrackerAI free tier
IBM watsonx.governance
Milestone GEO Intelligence
Perplexity free tier
Public ChatGPT
SEMrush's standard AI Toolkit / AIO setup
Semrush AIO Features
Trackerly
TrueFoundry
XLR8 AI
free Claude
Discontinued, still offered
No shut-down product was recommended here.