Session replay and heatmaps for small business buyers
Asked as “session replay and heatmap tool”, and as “website visitor behavior analytics tool”, on behalf of a small B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
70%
Microsoft ClarityClear leader
70Microsoft Clarity06Dealfront06Hotjar19others
70% 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 fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five 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
Microsoft Clarity vs MouseflowMicrosoft Clarity vs LogRocketMicrosoft Clarity vs ContentsquareMicrosoft Clarity vs SmartlookHotjar vs FullstoryHotjar vs PostHogHotjar vs MouseflowHotjar vs LogRocketHotjar vs ContentsquareHotjar vs SmartlookFullstory vs PostHogFullstory vs MouseflowFullstory vs LogRocketFullstory vs ContentsquareFullstory vs SmartlookPostHog vs MouseflowPostHog vs LogRocketPostHog vs ContentsquarePostHog vs SmartlookMouseflow vs LogRocketMouseflow vs ContentsquareMouseflow vs SmartlookLogRocket vs ContentsquareLogRocket vs SmartlookContentsquare vs Smartlook
One product takes 70% 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. Five products carry a negative rate above 25% in this category.
What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B 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.
Fullstory74%
25 of 34 labels negative · 13 of 14 models · 8 hard negative
“Tools to **Avoid** (generally unsuitable for small budgets/teams): FullStory, Contentsquare, Glassbox, Dynatrace, Quantum Metric” Grok 4.1 Fast, negative prompt
Hotjar24%
16 of 68 labels negative · 12 of 14 models · 4 hard negative
“Old/legacy Hotjar installations ... you likely have *unmasked form data* and a **cookie banner that doesn't block recording**. Upgrade your privacy settings immediately or remove it.” DeepSeek V4 Flash, negative prompt
LogRocket41%
12 of 29 labels negative · 10 of 14 models · 1 hard negative
“Developer/DevOps-First Tools (Avoid unless you are a SaaS with a dev team)” Gemini 3.5 Flash, negative prompt
Contentsquare62%
10 of 16 labels negative · 8 of 14 models · 4 hard negative
“**Tools to Avoid:** **FullStory**, **Contentsquare**, **Quantum Metric**, **Glassbox**.” Qwen 3.7 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
77 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. 1079 links across 265 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Zapier34 answers · 38 citations · 10 models
vendor site · Quantum Metric31 answers · 32 citations · 12 models
vendor site · Mouseflow29 answers · 35 citations · 12 models
vendor site · Amplitude29 answers · 34 citations · 13 models
27 answers · 36 citations · 10 models
vendor site · Contentsquare23 answers · 31 citations · 11 models
vendor site · TWIPLA21 answers · 21 citations · 9 models
vendor site · FullSession20 answers · 34 citations · 9 models
vendor site · Plerdy20 answers · 25 citations · 11 models
20 answers · 21 citations · 11 models
vendor site · UXCam19 answers · 23 citations · 9 models
vendor site · heatmap.com18 answers · 27 citations · 8 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.
34 answers · 10 models
27 answers · 11 models
21 answers · 11 models
21 answers · 9 models
17 answers · 9 models
16 answers · 8 models
16 answers · 10 models
15 answers · 6 models
14 answers · 9 models
14 answers · 8 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 “best session replay and heatmap tool”, “session replay and heatmap 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 |
|---|---|---|---|---|---|---|---|
| Microsoft clarity.microsoft.com Microsoft Clarity 70% | 70% | 215 | 2,240,000 | 403,136 | 44,297 | ||
| Hotjar contentsquare.com | 6% | 309 | 9,900 | 226 | 149,925 | 86 | |
| Dealfront leadfeeder.com | 6% | 164 | 590 | 9 | 18,447 | 3 | |
| Visitor Queue leadinfo.com | 4% | 14 | |||||
| Google analytics.google.com Google Analytics 4 4% | 4% | 474 | 9,900 | 348 | |||
| Mouseflow mouseflow.com | 2% | 102 | 1,300 | 18 | 7,202 | 27 | |
| Lucky Orange luckyorange.com | 2% | 47 | 1,900 | 70 | 3,021 | $2 | 37 |
| PostHog posthog.com | 2% | 355 | 33,100 | 271 | 25,936 | 120 | |
| Inspectlet inspectlet.com | 2% | 12 | |||||
| RB2B rb2b.com | 2% | 95 | 4,400 | 43 | 5,372 | 8 |
Google's top ten for the two searches hold 17 sites; 3 of them are among the sites the models cited here (fullsession.io, learn.g2.com, quantummetric.com). The first result for “best session replay and heatmap tool” is learn.g2.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 session replay and heatmap tool for a small B2B company?”Paraphrase“Which website visitor behavior analytics tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top session replay and heatmap tools for a small team and how do they differ?”Budget-constrained“What is the best session replay and heatmap tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a session replay and heatmap tool. What should we look at?”Negative“Which session replay and heatmap tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Microsoft ClarityGoogle Analytics 4ChangedMicrosoft ClarityMicrosoft Clarityno first choiceagainst: Hotjar, LogRocket, Microsoft Clarity
Two alternatives
Hotjar, MouseflowOne alternative
HotjarThree alternatives
Hotjar, Mouseflow, SmartlookThree alternatives
Hotjar, Lucky Orange, MouseflowGPT-5.4 miniMicrosoft ClarityMicrosoft ClarityHeldHotjar, Microsoft Clarityagainst: FullstoryMicrosoft Clarityagainst: Contentsquare, Hotjar, LogRocketno first choicenothing named
Two alternatives
Fullstory, PostHogThree alternatives
Contentsquare, Hotjar, MouseflowThree alternatives
Lucky Orange, Mouseflow, SmartlookTwo alternatives
Crazy Egg, MouseflowGemini 3.5 FlashMicrosoft Clarity, PostHogMicrosoft ClarityChangedagainst: 6sense, DemandbaseMicrosoft ClarityMicrosoft Clarityagainst: Contentsquare, FullstoryMicrosoft Clarityagainst: Fullstoryagainst: Contentsquare, Crazy Egg, Datadog, Dynatrace, Fullstory, Glassbox, LogRocket, Quantum Metric
Three alternatives
Hotjar, Lucky Orange, MouseflowThree alternatives
Dealfront, Hotjar, RB2BFour alternatives
Hotjar, LogRocket, Mouseflow, PostHogTwo alternatives
Hotjar, PostHogThree alternatives
Hotjar, LogRocket, PostHogPerplexity SonarMicrosoft ClarityDealfrontChangedHotjar, Microsoft Clarityagainst: Contentsquare, FullstoryMicrosoft Clarityagainst: Crazy Egg, Hotjar, Lucky Orangeno first choiceagainst: Contentsquare, Fullstory, LogRocket, Quantum Metric
Two alternatives
Hotjar, Lucky OrangeTwo alternatives
Hotjar, Microsoft ClarityFive alternatives
Inspectlet, LogRocket, Lucky Orange, Mouseflow, PlerdyOne alternative
MouseflowGrok 4.1 FastMicrosoft Clarityagainst: FullstoryMicrosoft ClarityHeldMicrosoft Clarityagainst: Fullstory, LogRocketMicrosoft Clarityagainst: LogRocketMicrosoft Clarityagainst: Fullstoryagainst: Contentsquare, Crazy Egg, Dynatrace, Fullstory, Glassbox, Hotjar, LogRocket, Mouseflow, Quantum Metric
One alternative
HotjarThree alternatives
Google Analytics 4, Hotjar, Visitor QueueThree alternatives
Hotjar, Lucky Orange, MouseflowTwo alternatives
Hotjar, Lucky OrangeThree alternatives
Contentsquare, Hotjar, MouseflowMistral SmallHotjar, Lucky Orangeno first choiceChangedHotjar, Microsoft ClarityMicrosoft Clarityno first choiceagainst: Contentsquare, Fullstory, Glassbox, Hotjar, LogRocket, Microsoft Clarity
Two alternatives
Microsoft Clarity, Zoho PageSenseThree alternatives
Crazy Egg, Inspectlet, MouseflowTwo alternatives
Hotjar, PostHogDeepSeek V4 FlashMicrosoft Clarityagainst: Fullstory, SmartlookGoogle Analytics 4, Microsoft ClarityChangedagainst: 6sense, Hotjar, HubSpot Breeze Intelligence, ZoomInfo WebSightsMicrosoft ClarityMicrosoft ClarityMicrosoft Clarityagainst: Fullstoryagainst: Fullstory, Hotjar, LogRocket, Lucky Orange, Mouseflow
Two alternatives
Hotjar, MouseflowTwo alternatives
Dealfront, Visitor QueueFive alternatives
Hotjar, LogRocket, Lucky Orange, Mouseflow, SmartlookOne alternative
HotjarThree alternatives
Hotjar, Lucky Orange, MouseflowLlama 4 Maverickno first choiceVisitor QueueChangedno first choiceMicrosoft ClarityMicrosoft Clarityagainst: Fullstory, Hotjar
Three alternatives
6sense, Clearbit Reveal, Factors.aiFour alternatives
Amplitude, Hotjar, LogRocket, PostHogFour alternatives
Fullstory, LogRocket, Mixpanel, MouseflowQwen 3.7 FlashMicrosoft ClarityRB2BChangedagainst: 6sense, Demandbase, Google Analytics 4Microsoft ClarityMicrosoft Clarityagainst: Hotjarno first choiceagainst: Fullstory, Mixpanelagainst: Amplitude, Contentsquare, CrazyEgg, Fullstory, Glassbox, Hotjar, Mixpanel, Mouseflow, Quantum Metric
Three alternatives
Hotjar, Lucky Orange, PlerdyThree alternatives
Albacross, Dealfront, ZoomInfo WebSightsThree alternatives
Hotjar, Lucky Orange, SmartlookTwo alternatives
Lokl.io, SmartlookFour alternatives
Crazy Egg, Hotjar, LogRocket, Microsoft ClarityKimi K2Microsoft Clarityagainst: FullstoryFactors.aiChangedMicrosoft Clarityagainst: HotjarMicrosoft ClarityMicrosoft Clarity, Mouseflowagainst: Fullstoryagainst: Crazy Egg, Fullstory, Hotjar, LogRocket, Mouseflow, Quantum Metric, Smartlook, Yandex Metrica, heatmap.com
Four alternatives
Hotjar, LogRocket, Lucky Orange, PostHogOne alternative
AlbacrossThree alternatives
LogRocket, PostHog, SmartlookFive alternatives
Hotjar, Lucky Orange, Mouseflow, OpenReplay, PostHogThree alternatives
LogRocket, Lucky Orange, PostHogGLM 4.7 FlashXHotjar, Inspectletagainst: SmartlookDealfront, Microsoft ClarityChangedMicrosoft ClarityMicrosoft Clarityno first choiceagainst: Contentsquare, Fullstory, Glassbox, Hotjar, LogRocket, Microsoft Clarity, Mouseflow
Four alternatives
Browsee, Lucky Orange, Mouseflow, PlerdyFour alternatives
FullSession, Hotjar, Plausible, SalespanelSix alternatives
Fullstory, Hotjar, Inspectlet, Mouseflow, Smartlook, UXCamSix alternatives
Hotjar, LogRocket, Lucky Orange, Mouseflow, PostHog, UXCamMiniMax M2.5Microsoft ClarityDealfrontChangedMicrosoft ClarityMicrosoft ClarityHotjaragainst: Fullstorynothing named
Two alternatives
Lucky Orange, MouseflowTwo alternatives
Google Analytics 4, Microsoft ClarityThree alternatives
FullSession, Hotjar, MouseflowOne alternative
Lucky OrangeThree alternatives
LogRocket, Microsoft Clarity, MouseflowGPT-6 LunaMicrosoft Clarityagainst: HotjarMicrosoft ClarityHeldMicrosoft ClarityMicrosoft Clarityno first choiceagainst: Fullstory, Hotjar, Microsoft Clarity, Mouseflow
One alternative
PostHogOne alternative
MouseflowFive alternatives
Contentsquare, Fullstory, Hotjar, Mouseflow, PostHogTwo alternatives
Hotjar, PostHogMuse Glimmer 30BMicrosoft ClarityVisitor QueueChangedMicrosoft ClarityMicrosoft ClarityMicrosoft Clarityagainst: Fullstoryagainst: Contentsquare, Fullstory, Hotjar, LogRocket, Lucky Orange
Three alternatives
Hotjar, Lucky Orange, MouseflowTwo alternatives
Dealfront, HotjarFour alternatives
Hotjar, LogRocket, Mouseflow, SmartlookThree alternatives
Amplitude, Contentsquare, HotjarThree alternatives
Hotjar, Inspectlet, MouseflowBold 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 | 2026-10-04 21:19 | yes | 16 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:19 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:19 | yes | 11 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 21:37 | yes | 44 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:18 | yes | 24 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:32 | yes | 15 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:30 | yes | 21 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:30 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:22 | yes | 10 | 21 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:28 | yes | 14 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:23 | yes | 25 | 39 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:38 | yes | 13 | 19 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:32 | yes | 4 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:37 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:22 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:35 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:26 | yes | 9 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 21:33 | yes | 20 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:25 | yes | 24 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:21 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:25 | yes | 22 | 16 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:39 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:33 | yes | 10 | 18 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:32 | yes | 15 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:22 | yes | 22 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:18 | no | 0 | 37 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:23 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:25 | yes | 15 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:19 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:19 | yes | 7 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:20 | yes | 10 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 21:29 | yes | 17 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:18 | yes | 22 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:35 | yes | 15 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:17 | yes | 24 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:16 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:36 | yes | 10 | 20 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:30 | yes | 20 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:37 | yes | 24 | 27 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:22 | yes | 21 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:20 | yes | 8 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:24 | yes | 14 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:21 | yes | 15 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:29 | yes | 4 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:39 | yes | 15 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 21:24 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:31 | yes | 16 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:18 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:35 | yes | 18 | 14 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:31 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:31 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:29 | yes | 19 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:17 | yes | 12 | 34 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:16 | yes | 10 | 13 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:26 | yes | 4 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:22 | yes | 14 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:28 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:28 | yes | 1 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:21 | yes | 10 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 21:37 | yes | 17 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:27 | yes | 16 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:21 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:39 | yes | 25 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:28 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:16 | no | 0 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:26 | yes | 14 | 24 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:22 | yes | 10 | 14 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:18 | yes | 5 | 11 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:34 | yes | 2 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:29 | yes | 12 | 16 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:38 | yes | 27 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:37 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:24 | yes | 22 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 21:19 | yes | 18 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:23 | yes | 24 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:40 | yes | 15 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:29 | yes | 24 | 45 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:29 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:31 | yes | 14 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:25 | yes | 20 | 58 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:25 | yes | 23 | 24 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:30 | yes | 23 | 50 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:18 | yes | 4 | 27 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:32 | yes | 14 | 25 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
None. Every name in this category resolved on its own.
Unresolved, counted raw
AWS CloudWatch
Browsee
Lokl.io
Tuic/Twipha
Discontinued, still offered
No shut-down product was recommended here.