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. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
65%
Clear leader
65Microsoft Clarity12Hotjar08Dealfront15others
65% of first choices, clear leader.
Since October 2026▼−5Since October 2026: 70% → 65%, −5 points. Inside the 11-point floor: within noise.Microsoft Clarity held the lead, −5 points on 70%, 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
Microsoft Clarity65%Clear leader▼−5Since October 2026: 70% → 65%, −5 points. Inside the 11-point floor: within noise.This pageMid-marketMicrosoft Clarity45%Clear leader▲+12Since October 2026: 33% → 45%, +12 points. Past the 11-point floor: movement.Standing →Enterprise
Fullstory36%Contested▲+8Since October 2026: 28% → 36%, +8 points. Inside the 11-point floor: within noise.Standing →
Microsoft Clarity65%Clear leader▼−5Since October 2026: 70% → 65%, −5 points. Inside the 11-point floor: within noise.This pageMid-marketMicrosoft Clarity45%Clear leader▲+12Since October 2026: 33% → 45%, +12 points. Past the 11-point floor: movement.Standing →EnterpriseFullstory36%Contested▲+8Since October 2026: 28% → 36%, +8 points. Inside the 11-point floor: within noise.Standing →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 rateLabelsQuadrantSince October 2026
01Microsoft Clarity65%9%69endorsed leader▼−5Since October 2026: 70% → 65%, −5 points. Inside the 11-point floor: within noise.70% → 65%
Microsoft Clarity65%9%69endorsed leader▼−5Since October 2026: 70% → 65%, −5 points. Inside the 11-point floor: within noise.70% → 65%02
Hotjar12%17%72accepted challenger▲+6Since October 2026: 6% → 12%, +6 points. Inside the 11-point floor: within noise.6% → 12%
Hotjar12%17%72accepted challenger▲+6Since October 2026: 6% → 12%, +6 points. Inside the 11-point floor: within noise.6% → 12%03
PostHog4%0%32accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
PostHog4%0%32accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%04
Crazy Egg2%13%23accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Crazy Egg2%13%23accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%05
Google Analytics 4 Lab in the set2%10%10accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Google Analytics 4 Lab in the set2%10%10accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the six products at 0%, ordered by negative rate
11Fullstory0%72%43criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Fullstory0%72%43criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Contentsquare0%64%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Contentsquare0%64%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Smartlook0%38%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Smartlook0%38%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
LogRocket0%34%32criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
LogRocket0%34%32criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Mouseflow0%12%32accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Mouseflow0%12%32accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%06
Lucky Orange0%6%35accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Lucky Orange0%6%35accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
Google Analytics 4 is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models one time of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
Microsoft Clarity vs PostHogMicrosoft Clarity vs MouseflowMicrosoft Clarity vs LogRocketMicrosoft Clarity vs ContentsquareHotjar vs DealfrontHotjar vs FullstoryHotjar vs PostHogHotjar vs MouseflowHotjar vs LogRocketHotjar vs ContentsquareDealfront vs FullstoryDealfront vs PostHogDealfront vs MouseflowDealfront vs LogRocketDealfront vs ContentsquareFullstory vs PostHogFullstory vs MouseflowFullstory vs LogRocketFullstory vs ContentsquarePostHog vs MouseflowPostHog vs LogRocketPostHog vs ContentsquareMouseflow vs LogRocketMouseflow vs ContentsquareLogRocket vs Contentsquare
One product takes 65% of first choices here, so the chart would put ten 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. Four 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, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Fullstory72%
31 of 43 labels negative · 13 of 14 models · 7 hard negative
“What to Avoid at Your Stage - FullStory and Contentsquare — Enterprise-grade tools with enterprise pricing; overkill for small B2B.” Kimi K2, direct prompt
Contentsquare64%
9 of 14 labels negative · 9 of 14 models · 7 hard negative
“Similar to FullStory, this is an enterprise-grade platform... Using this for a small business would likely mean paying for features you will never use” Qwen 3.7 Flash, negative prompt
LogRocket34%
11 of 32 labels negative · 9 of 14 models · 4 hard negative
“The same index notes LogRocket in a "Tools to Avoid" list alongside FullStory, Contentsquare, Quantum Metric and Glassbox.” Muse Glimmer 30B, negative prompt
Hotjar17%
12 of 72 labels negative · 8 of 14 models · 2 hard negative
“Tools to Avoid or Approach with Extreme Caution ... Hotjar: Frequently cited in privacy research for data exfiltration risks” Grok 4.20, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
72 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. 782 links across 206 sites, every framing counted. Ranked by the number of answers carrying the site or page. 9 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.
vendor site · Zapier33 answers · 33 citations · 11 models
vendor site · Userpilot25 answers · 25 citations · 11 models
vendor site · PostHog22 answers · 37 citations · 10 models
vendor site · Amplitude22 answers · 23 citations · 9 models
vendor site · Contentsquare20 answers · 24 citations · 11 models
17 answers · 27 citations · 8 models
vendor site · LogRocket17 answers · 17 citations · 8 models
16 answers · 16 citations · 8 models
14 answers · 26 citations · 8 models
vendor site · Capterra14 answers · 24 citations · 6 models
vendor site · UXCam14 answers · 16 citations · 9 models
vendor site · Inspectlet14 answers · 15 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.
33 answers · 11 models
22 answers · 10 models
17 answers · 8 models
15 answers · 9 models
14 answers · 9 models
13 answers · 7 models
12 answers · 6 models
11 answers · 6 models
11 answers · 6 models
10 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 | Google ads, last 30 days |
|---|---|---|---|---|---|---|
| Microsoft clarity.microsoft.com Microsoft Clarity 65% | 65% | 219 | 2,240,000 | 403,136 | 44,297 | |
| Hotjar contentsquare.com | 12% | 287 | 9,900 | 226 | 149,925 | 86 |
| Dealfront leadfeeder.com | 8% | 170 | 590 | 9 | 18,447 | 3 |
| PostHog posthog.com | 4% | 420 | 33,100 | 271 | 25,936 | 120 |
| Crazy Egg crazyegg.com | 2% | 78 | 3,600 | 125 | 119,676 | 18 |
| Google analytics.google.com Google Analytics 4 2% | 2% | 473 | 9,900 | 348 | ||
| Leadinfo leadinfo.com Visitor Queue 2%, Leadinfo 0% | 2% | 7 | ||||
| Clarity | 2% | |||||
| Outfunnel outfunnel.com | 2% | 1 | ||||
| Twilio segment.com Segment 2% | 2% | 460 | 135,000 | 4,343 | 9,086 | 0 |
Google's top ten for the two searches hold 17 sites; 0 of them are among the sites the models cited here. 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 4, Hotjar, SegmentChangedMicrosoft Clarityagainst: LogRocketMicrosoft Clarityno first choiceagainst: Hotjar, Microsoft Clarity
One alternative
HotjarOne alternative
HubSpotTwo alternatives
Hotjar, MouseflowThree alternatives
Hotjar, Lucky Orange, MouseflowGPT-5.4 miniMicrosoft Clarityagainst: FullstoryMicrosoft ClarityHeldContentsquare, Hotjar, Microsoft Clarity, PostHogagainst: FullstoryMicrosoft Clarityagainst: Fullstoryno first choicenothing named
One alternative
HotjarTwo alternatives
Crazy Egg, HotjarThree alternatives
Lucky Orange, Mouseflow, SmartlookOne alternative
MouseflowGemini 3.5 FlashPostHogMicrosoft ClarityChangedagainst: 6sense, Lead ForensicsMicrosoft ClarityMicrosoft ClarityClarityagainst: Fullstoryagainst: Contentsquare, Crazy Egg, Fullstory, Glassbox, LogRocket, Quantum Metric
Four alternatives
Hotjar, LogRocket, Microsoft Clarity, MouseflowFive alternatives
Albacross, Dealfront, Hotjar, HubSpot, SalespanelThree alternatives
Hotjar, LogRocket, PostHogTwo alternatives
Hotjar, PostHogThree alternatives
Hotjar, LogRocket, PostHogPerplexity SonarMicrosoft Clarityagainst: FullstoryMicrosoft ClarityHeldMicrosoft Clarityagainst: FullstoryMicrosoft Clarityno first choiceagainst: Contentsquare, Fullstory, Glassbox, Hotjar, LogRocket, Microsoft Clarity, Quantum Metric, Smartlook
Three alternatives
Hotjar, LogRocket, PostHogThree alternatives
Dealfront Leadfeeder, Google Analytics 4, SalespanelFive alternatives
Amplitude Session Replay, Hotjar, LogRocket, Mouseflow, PostHogOne alternative
HotjarGrok 4.20Microsoft Clarityagainst: Fullstory, Smartlook, UXCamOutfunnelChangedagainst: Dreamdata, Google Analytics 4, Lucky Orange, Mixpanel, PlausibleHotjar, Microsoft Clarityagainst: Contentsquare, Fullstory, LogRocket, UXCamMicrosoft Clarityagainst: Mouseflow, SmartlookMicrosoft Clarityagainst: Fullstoryagainst: CrazyEgg, Fullstory, Hotjar, LogRocket, Microsoft Clarity, Mouseflow, Quantum Metric, Smartlook
Three alternatives
Hotjar, Mouseflow, PostHogTwo alternatives
Hotjar, SalespanelThree alternatives
Lucky Orange, Mouseflow, PostHogTwo alternatives
Hotjar, Lucky OrangeThree alternatives
Hotjar, Lucky Orange, MouseflowMistral SmallHotjar, Microsoft Clarityagainst: FullstoryDealfrontChangedHotjar, Microsoft ClarityMicrosoft Clarityno first choiceagainst: Contentsquare, Dynatrace, Fullstory, Glassbox, LogRocket, Quantum Metric
Two alternatives
Lucky Orange, MouseflowThree alternatives
Hotjar, HubSpot, Microsoft ClarityFive alternatives
Fullstory, LogRocket, Lucky Orange, Smartlook, UXCamThree alternatives
Hotjar, Lucky Orange, OpenReplayDeepSeek V4 FlashHotjarHotjarHeldMicrosoft ClarityMicrosoft ClarityHotjar, Microsoft Clarityagainst: Fullstoryagainst: Adobe Analytics, Fullstory
Three alternatives
Lucky Orange, Microsoft Clarity, MouseflowFour alternatives
Crazy Egg, Dealfront, Google Analytics 4, Microsoft ClarityFour alternatives
Crazy Egg, Hotjar, Lucky Orange, MouseflowOne alternative
Crazy EggFour alternatives
Crazy Egg, LogRocket, Mouseflow, PostHogLlama 4 MaverickMicrosoft Clarityno first choiceChangedCrazy EggCrazy Eggno first choiceagainst: Contentsquare, Crazy Egg, Fullstory, LogRocket
Three alternatives
Fullstory, Hotjar, Lucky OrangeTwo alternatives
Hotjar, Lucky OrangeThree alternatives
Hotjar, Lucky Orange, Microsoft ClarityQwen 3.7 FlashHotjaragainst: FullstoryMicrosoft ClarityChangedagainst: Fullstory, HotjarMicrosoft Clarityagainst: FullstoryMicrosoft Clarityno first choiceagainst: Contentsquare, Fullstory, Hotjar, LogRocket, Lucky Orange, OpenReplay, Sentry
Two alternatives
LogRocket, Microsoft ClarityOne alternative
DealfrontFour alternatives
Hotjar, LogRocket, Lucky Orange, SmartlookThree alternatives
Crazy Egg, Hotjar, PostHogKimi K2Microsoft Clarityagainst: Contentsquare, Fullstory, HotjarVisitor QueueChangedHotjar, Microsoft Clarity, PostHogMicrosoft Clarityagainst: HotjarMicrosoft Clarityagainst: Crazy Egg, Fullstory, Hotjar
Two alternatives
Lucky Orange, PostHogFive alternatives
Dealfront, Google Analytics 4, Hotjar, IpMeta, SalespanelFive alternatives
Fullstory, Lucky Orange, Mouseflow, Smartlook, UXCamOne alternative
PostHogThree alternatives
Hotjar, OpenReplay, PostHogGLM 4.7 FlashXMicrosoft ClarityDealfrontChangedHotjar, Microsoft Clarityagainst: FullstoryMicrosoft ClarityMicrosoft Clarityagainst: Fullstoryagainst: Fullstory, Hotjar, LogRocket, Microsoft Clarity, Mouseflow, Smartlook
Four alternatives
Contentsquare, Hotjar, Lucky Orange, MouseflowThree alternatives
Hotjar, Leadinfo, Visitor QueueFour alternatives
LogRocket, Mouseflow, OpenReplay, PostHogFour alternatives
Crazy Egg, Hotjar, Lucky Orange, PostHogThree alternatives
Hotjar, LogRocket, MouseflowMiniMax M2.5Microsoft ClarityDealfrontChangedCrazy Egg, Microsoft ClarityMicrosoft Clarityno first choiceagainst: Contentsquare, Fullstory, Quantum Metric
Three alternatives
Hotjar, Lucky Orange, PostHogThree alternatives
Albacross, Hotjar, RB2BSix alternatives
Hotjar, Inspectlet, LogRocket, Lucky Orange, Mouseflow, SmartlookTwo alternatives
Hotjar, Lucky OrangeGPT-6 LunaPostHogMicrosoft ClarityChangedMicrosoft ClarityMicrosoft ClarityMicrosoft Clarityagainst: Fullstory, Hotjar, Microsoft Clarity
One alternative
Microsoft ClarityOne alternative
PostHogThree alternatives
Contentsquare, LogRocket, PostHogOne alternative
PostHogThree alternatives
Fullstory, Hotjar, PostHogMuse Glimmer 30BMicrosoft Clarityagainst: Amplitude Session Replay, Fullstory, HotjarDealfrontChangedMicrosoft Clarityagainst: Fullstory, LogRocketMicrosoft ClarityMicrosoft Clarityagainst: Clicktale, Contentsquare, Dynatrace, Fullstory, Glassbox, Hotjar, LogRocket, Microsoft Clarity, Mouseflow, Quantum Metric, SessionCam, Smartlook, UserReplay, Yandex
Two alternatives
Crazy Egg, MouseflowFive alternatives
Albacross, Google Analytics 4, Leadinfo, Microsoft Clarity, RB2BFour alternatives
Crazy Egg, Hotjar, Lucky Orange, PostHogFour alternatives
Crazy Egg, Hotjar, Mouseflow, SmartlookThree alternatives
Hotjar, Mouseflow, SmartlookBold 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.
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 | 2026-11-01 13:21 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:11 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:33 | no | 0 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:20 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:49 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:50 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:26 | yes | 23 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:05 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:20 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:52 | yes | 10 | 37 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:33 | yes | 13 | 83 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:27 | yes | 13 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:22 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:24 | yes | 13 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:15 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:39 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:49 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 15:02 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:11 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:45 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:16 | yes | 20 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:37 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:17 | yes | 5 | 48 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:08 | yes | 20 | 41 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:27 | yes | 20 | 39 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:48 | yes | 10 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:19 | yes | 2 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:49 | yes | 13 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:59 | yes | 17 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:25 | yes | 6 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:47 | yes | 11 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:40 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:25 | yes | 8 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:17 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:53 | yes | 20 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:51 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:13 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:30 | yes | 15 | 63 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:23 | yes | 17 | 63 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:33 | yes | 19 | 35 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:57 | yes | 5 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:32 | yes | 12 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:53 | yes | 16 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:55 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:57 | yes | 10 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:53 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:11 | yes | 5 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:42 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:24 | yes | 23 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:18 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:10 | yes | 5 | 15 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:04 | yes | 15 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:33 | yes | 25 | 64 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:22 | yes | 19 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:17 | yes | 3 | 9 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:06 | yes | 13 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:16 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:20 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:17 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 14:05 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:42 | yes | 9 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:14 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:14 | yes | 20 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:09 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:20 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:40 | yes | 20 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:35 | yes | 14 | 74 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:50 | no | 0 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:41 | yes | 5 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:43 | yes | 13 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:13 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:33 | yes | 3 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:09 | no | 0 | 16 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:15 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:59 | yes | 13 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:40 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:42 | no | 0 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:21 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:28 | yes | 19 | 54 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:01 | yes | 25 | 67 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:40 | yes | 14 | 45 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:06 | yes | 10 | 30 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:09 | yes | 4 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:27 | yes | 15 | 24 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
Amplitude read as Amplitude Session Replay
Unresolved, counted raw
Absolute Analytics
CIENCE GO Show
Dealfront Leadfeeder
IpMeta
Outfunnel
Safeguard.sh
Yandex
Discontinued, still offered
No shut-down product was recommended here.