Session replay and heatmaps
Asked as “session replay and heatmap tool”, and as “website visitor behavior analytics tool”, on behalf of a mid-market B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
45%
Clear leader
45Microsoft Clarity16Hotjar12Dealfront27others
45% of first choices, clear leader.
Since October 2026▲+12Since October 2026: 33% → 45%, +12 points. Past the 11-point floor: movement.Microsoft Clarity held the lead, +12 points on 33%, past the 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.Standing →Mid-marketMicrosoft Clarity45%Clear leader▲+12Since October 2026: 33% → 45%, +12 points. Past the 11-point floor: movement.This pageEnterprise
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.Standing →Mid-marketMicrosoft Clarity45%Clear leader▲+12Since October 2026: 33% → 45%, +12 points. Past the 11-point floor: movement.This pageEnterpriseFullstory36%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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Microsoft Clarity45%20%71endorsed leader▲+12Since October 2026: 33% → 45%, +12 points. Past the 11-point floor: movement.33% → 45%
Microsoft Clarity45%20%71endorsed leader▲+12Since October 2026: 33% → 45%, +12 points. Past the 11-point floor: movement.33% → 45%02
Hotjar16%25%68criticized challenger=heldSince October 2026: 16% → 16%, ±0 points. Inside the 11-point floor: within noise.16% → 16%
Hotjar16%25%68criticized challenger=heldSince October 2026: 16% → 16%, ±0 points. Inside the 11-point floor: within noise.16% → 16%03
Dealfront12%0%10accepted challenger▲+10Since October 2026: 2% → 12%, +10 points. Inside the 11-point floor: within noise.2% → 12%
Dealfront12%0%10accepted challenger▲+10Since October 2026: 2% → 12%, +10 points. Inside the 11-point floor: within noise.2% → 12%04Fullstory10%31%52criticized challenger▲+1Since October 2026: 9% → 10%, +1 point. Inside the 11-point floor: within noise.9% → 10%
Fullstory10%31%52criticized challenger▲+1Since October 2026: 9% → 10%, +1 point. Inside the 11-point floor: within noise.9% → 10%05
PostHog6%0%37accepted challenger▼−1Since October 2026: 7% → 6%, −1 point. Inside the 11-point floor: within noise.7% → 6%
PostHog6%0%37accepted challenger▼−1Since October 2026: 7% → 6%, −1 point. Inside the 11-point floor: within noise.7% → 6%06
Mouseflow4%19%31accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%
Mouseflow4%19%31accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%07
LogRocket2%11%37accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
LogRocket2%11%37accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%08
Contentsquare2%23%30accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
Contentsquare2%23%30accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%09
UXCam2%0%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
UXCam2%0%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the seven products at 0%, ordered by negative rate
16
Quantum Metric0%36%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Quantum Metric0%36%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%15
Smartlook0%33%15criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Smartlook0%33%15criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%12
Crazy Egg0%29%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Crazy Egg0%29%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14Amplitude Session Replay0%27%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
13
Glassbox0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Glassbox0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
OpenReplay0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
OpenReplay0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Lucky Orange0%5%19accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%
Lucky Orange0%5%19accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 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.
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
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01020304050607080910111213A14
1516Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Microsoft Clarity45%
Microsoft Clarity45%02Hotjar16%
Hotjar16%03Dealfront12%
Dealfront12%04Fullstory10%
Fullstory10%05PostHog6%
PostHog6%06Mouseflow4%
Mouseflow4%07LogRocket2%
LogRocket2%08Contentsquare2%
Contentsquare2%09UXCam2%
UXCam2%10Lucky Orange0%
Lucky Orange0%11OpenReplay0%
OpenReplay0%12Crazy Egg0%
Crazy Egg0%13Glassbox0%
Glassbox0%14Amplitude Session Replay0%
15Smartlook0%
Smartlook0%16Quantum Metric0%
Quantum Metric0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, 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.
Hotjar25%
17 of 68 labels negative · 13 of 14 models · 4 hard negative
“Very common but often criticized for broad data capture... Many privacy-focused users block it outright.” Grok 4.20, negative prompt
Fullstory31%
16 of 52 labels negative · 10 of 14 models · 4 hard negative
“Captures extensive session data (including potential PII). Noted in older FTC/exfiltration discussions; demands strict default masking and governance.” Grok 4.20, negative prompt
Microsoft Clarity20%
14 of 71 labels negative · 10 of 14 models
“Microsoft Clarity began requiring explicit consent for users from the EEA, UK, and Switzerland on October 31, 2025... does not natively respond to the GPC (Global Privacy Control) browser signal” Claude Haiku 4.5, negative prompt
Mouseflow19%
6 of 31 labels negative · 6 of 14 models
“groups Mouseflow, LogRocket and Smartlook together with Hotjar/Clarity/FullStory as tools that record detailed interactions and raise wiretap liability concerns” Muse Glimmer 30B, 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
74 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. 834 links across 238 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 · 10 models
vendor site · Amplitude28 answers · 34 citations · 13 models
vendor site · Quantum Metric24 answers · 31 citations · 10 models
vendor site · Userpilot24 answers · 25 citations · 10 models
vendor site · LogRocket18 answers · 20 citations · 8 models
17 answers · 28 citations · 10 models
vendor site · Contentsquare17 answers · 21 citations · 12 models
vendor site · PostHog16 answers · 20 citations · 9 models
vendor site · UXCam15 answers · 18 citations · 10 models
vendor site · Mouseflow12 answers · 16 citations · 7 models
12 answers · 15 citations · 7 models
12 answers · 14 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 · 10 models
21 answers · 10 models
18 answers · 8 models
15 answers · 10 models
11 answers · 6 models
10 answers · 8 models
10 answers · 8 models
9 answers · 8 models
8 answers · 4 models
8 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 “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 45% | 45% | 219 | 2,240,000 | 403,136 | 44,297 | ||
| Hotjar contentsquare.com Hotjar 16%, Contentsquare 2% | 18% | 287 | 9,900 | 226 | 149,925 | 86 | |
| Dealfront leadfeeder.com | 12% | 170 | 590 | 9 | 18,447 | 3 | |
| Fullstory fullstory.com | 10% | 217 | 5,400 | 159 | 141,869 | $348 | 14 |
| PostHog posthog.com | 6% | 420 | 33,100 | 271 | 25,936 | 120 | |
| Mouseflow mouseflow.com | 4% | 79 | 1,300 | 18 | 7,202 | 27 | |
| LogRocket logrocket.com | 2% | 120 | 3,600 | 83 | 252,222 | 11 | |
| UXCam uxcam.com | 2% | 42 | 320 | 4 | 13,359 | 8 | |
| Lucky Orange luckyorange.com | 0% | 75 | 1,900 | 70 | 3,021 | $2 | 37 |
| OpenReplay openreplay.com | 0% | 37 | 590 | 5 | 185,076 |
Google's top ten for the two searches hold 17 sites; 2 of them are among the sites the models cited here (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 mid-market B2B company?”Paraphrase“Which website visitor behavior analytics tool would you recommend to a mid-sized B2B company?”Comparative“What are the top session replay and heatmap tools and how do they differ?”Budget-constrained“What is the best session replay and heatmap tool for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a session replay and heatmap tool. What should we look at?”Negative“Which session replay and heatmap tools should I avoid or be cautious about?”
Claude Haiku 4.5Hotjar, MouseflowMicrosoft ClarityChangedCrazy Egg, HotjarMicrosoft Clarityno first choiceagainst: Hotjar, Microsoft Clarity, Mixpanel, SessionCam
Two alternatives
Fullstory, Microsoft ClarityThree alternatives
Dealfront, Google Analytics 4, SalespanelThree alternatives
LogRocket, Microsoft Clarity, MouseflowTwo alternatives
Hotjar, MouseflowGPT-5.4 miniFullstoryMicrosoft ClarityChangedContentsquareMicrosoft Clarityagainst: Hotjarno first choicenothing named
Four alternatives
Contentsquare, Glassbox, Hotjar, LogRocketTwo alternatives
Crazy Egg, FullstorySix alternatives
Fullstory, Hotjar, Lucky Orange, Microsoft Clarity, Mouseflow, SmartlookOne alternative
PostHogGemini 3.5 FlashPostHogagainst: ContentsquarePostHogHeldagainst: Contentsquare, Quantum Metricno first choiceMicrosoft Clarityagainst: Hotjar, Smartlookno first choiceagainst: Hotjar, Microsoft Clarityagainst: Clicktale, Crazy Egg, Fullstory, Hotjar, Microsoft Clarity, Mouseflow, SessionCam, UserReplay, Yandex Metrica, rrweb
Four alternatives
Fullstory, Hotjar, LogRocket, Microsoft ClarityFive alternatives
Dealfront, Factors.ai, Heap, Hotjar, Microsoft ClarityFive alternatives
Fullstory, Hotjar, LogRocket, Microsoft Clarity, PostHogTwo alternatives
OpenReplay, PostHogSix alternatives
Contentsquare, Fullstory, Heap, LogRocket, PostHog, Quantum MetricPerplexity SonarHotjaragainst: Contentsquare, FullstoryDealfrontChangedagainst: 6senseno first choiceMicrosoft Clarityno first choiceagainst: Fullstory, Hotjar, LogRocket, Microsoft Clarity, Mouseflow
Three alternatives
Amplitude Session Replay, Microsoft Clarity, MouseflowTwo alternatives
Google Analytics 4, Microsoft ClarityTen alternatives
Contentsquare, Fullstory, Glassbox, Hotjar, LogRocket, Microsoft Clarity, Mouseflow, PostHog, Quantum Metric, UXCamTwo alternatives
Hotjar, PostHogGrok 4.20Hotjaragainst: Contentsquare, FullstoryMicrosoft ClarityChangedagainst: Crazy Egg, FullstoryHotjar, Microsoft Clarityagainst: Contentsquare, Matomo, OpenReplay, Quantum MetricMicrosoft ClarityHotjaragainst: Glassbox, Quantum Metricagainst: Amplitude Session Replay, Clicktale, Crazy Egg, Fullstory, Hotjar, Inspectlet, LogRocket, Lucky Orange, Mixpanel, Mouseflow, SessionCam, Smartlook, UserReplay, Yandex Metrica
Two alternatives
Microsoft Clarity, MouseflowOne alternative
HotjarFive alternatives
Amplitude Session Replay, Fullstory, LogRocket, Lucky Orange, UXCamFour alternatives
Hotjar, Mouseflow, PostHog, SmartlookFive alternatives
Amplitude Session Replay, Fullstory, LogRocket, Microsoft Clarity, PostHogMistral SmallHotjarDealfrontChangedagainst: Amplitude Session Replay, MixpanelHotjarMicrosoft ClarityFullstoryagainst: Microsoft Clarityagainst: Contentsquare, Fullstory, Hotjar, Microsoft Clarity, Mouseflow
Four alternatives
Fullstory, LogRocket, Microsoft Clarity, PostHogThree alternatives
Google Analytics 4, Hotjar, Microsoft ClaritySix alternatives
Contentsquare, Fullstory, LogRocket, Microsoft Clarity, Mouseflow, OpenReplayTwo alternatives
Hotjar, Lucky OrangeTwo alternatives
Contentsquare, HotjarDeepSeek V4 FlashHotjarHotjarHeldagainst: Adobe, Amplitude Session Replay, Crazy Egg, Fullstory, MixpanelHotjar, Microsoft ClarityMicrosoft ClarityFullstoryagainst: Hotjar, Microsoft Clarity, Quantum Metricagainst: Fullstory, VWO Insights, heatmap.com
Five alternatives
Amplitude Session Replay, Fullstory, LogRocket, Microsoft Clarity, MouseflowTwo alternatives
Dealfront, Microsoft ClarityEight alternatives
Contentsquare, Fullstory, LogRocket, Lucky Orange, Mouseflow, PostHog, Smartlook, Zoho PageSenseTwo alternatives
Crazy Egg, HotjarThree alternatives
Contentsquare, LogRocket, SentryLlama 4 MaverickMouseflowUXCamChangedno first choiceMicrosoft Clarityno first choiceagainst: Fullstory, Microsoft Clarity, Mouseflow
Four alternatives
Fullstory, Hotjar, Microsoft Clarity, UXCamFour alternatives
Clics, Dealfront, Hotjar, Microsoft ClarityThree alternatives
Fullstory, Hotjar, PostHogQwen 3.7 FlashLogRocketDealfront, Microsoft ClarityChangedagainst: 6sense, DemandbaseHotjaragainst: Crazy EggMicrosoft Clarityno first choiceagainst: Adobe, Mixpanelagainst: Crazy Egg, Fullstory, Hotjar, LogRocket, Microsoft Clarity
Three alternatives
Hotjar, Microsoft Clarity, PostHogThree alternatives
Hotjar, HubSpot, RB2BFour alternatives
Fullstory, LogRocket, Mouseflow, VWOThree alternatives
Amplitude Session Replay, OpenReplay, SmartlookKimi K2PostHogagainst: Microsoft ClarityDealfront, Microsoft ClarityChangedHotjarMicrosoft Clarityno first choiceagainst: Hotjar, Microsoft Clarityagainst: Fullstory, Hotjar, Inspectlet, Microsoft Clarity, SessionCam, Smartlook, UserReplay, Yandex Metrica
Two alternatives
LogRocket, MouseflowSix alternatives
Crazy Egg, Fullstory, Hotjar, Matomo, Mixpanel, PlausibleFive alternatives
Fullstory, LogRocket, Microsoft Clarity, PostHog, UXCamThree alternatives
Hotjar, Lucky Orange, PostHogGLM 4.7 FlashXMicrosoft ClarityDealfrontChangedno first choiceMicrosoft Clarityagainst: Hotjarno first choicenothing named
Four alternatives
Contentsquare, Glassbox, LogRocket, UXCamSix alternatives
6sense, Demandbase, Google Analytics 4, Heap, Matomo, Microsoft ClarityEleven alternatives
Contentsquare, Fullstory, Hotjar, LogRocket, Lucky Orange, Microsoft Clarity, Mouseflow, PostHog, Smartlook, UXCam, Zoho PageSenseFour alternatives
OpenReplay, PostHog, Rybbit, TempsMiniMax M2.5Microsoft ClarityDealfrontChangedMicrosoft ClarityMicrosoft ClarityHotjaragainst: Fullstoryagainst: Clicktale, Fullstory, Hotjar, SessionCam, Smartlook, UserReplay, Yandex Metrica
Three alternatives
Fullstory, Hotjar, LogRocketThree alternatives
Google Analytics 4, Hotjar, Microsoft ClaritySix alternatives
Contentsquare, Fullstory, Hotjar, LogRocket, PostHog, UXCamOne alternative
HotjarThree alternatives
LogRocket, Microsoft Clarity, SmartlookGPT-6 LunaFullstoryContentsquareChangedMicrosoft ClarityMicrosoft Clarityno first choiceagainst: Amplitude Session Replay, Hotjar, Microsoft Clarity, PostHog Session Replay
Two alternatives
Contentsquare, PostHogThree alternatives
Hotjar, Microsoft Clarity, PostHogSeven alternatives
Contentsquare, Crazy Egg, Fullstory, Hotjar, LogRocket, Mouseflow, PostHogOne alternative
PostHogMuse Glimmer 30BFullstoryMicrosoft ClarityChangedagainst: Contentsquare, Fullstory, Hotjarno first choiceMicrosoft Clarityno first choiceagainst: Fullstory, Hotjar, LogRocket, Microsoft Clarity, Mouseflow, Smartlook
Three alternatives
Contentsquare, Hotjar, Microsoft ClarityTwo alternatives
Crazy Egg, MouseflowThree alternatives
Hotjar, Mouseflow, PostHogSeven alternatives
Contentsquare, Fullstory, Hotjar, LogRocket, Microsoft Clarity, OpenReplay, SentryBold 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 15:48 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:57 | yes | 3 | 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 16:00 | no | 0 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:07 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:50 | yes | 10 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:34 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:29 | yes | 22 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:20 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:31 | yes | 5 | 45 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:57 | yes | 14 | 43 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:25 | yes | 25 | 33 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:22 | yes | 10 | 30 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:12 | yes | 3 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:24 | yes | 14 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:35 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:46 | yes | 3 | 4 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 14:51 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:57 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:56 | yes | 10 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:04 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:00 | yes | 24 | 48 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:32 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:17 | yes | 5 | 41 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:02 | yes | 25 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:07 | yes | 19 | 122 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:03 | yes | 9 | 22 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:11 | yes | 4 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:50 | yes | 15 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:16 | yes | 20 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:30 | yes | 5 | 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 16:05 | yes | 7 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:02 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:28 | yes | 8 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:24 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:38 | yes | 23 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:00 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:32 | no | 0 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:09 | yes | 10 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:23 | yes | 22 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:33 | yes | 25 | 57 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:03 | yes | 8 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:11 | yes | 14 | 18 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:05 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:59 | yes | 3 | 4 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 10:09 | no | 0 | 13 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:19 | yes | 10 | 2 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:32 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:21 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:51 | yes | 14 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:52 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:17 | yes | 5 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:29 | yes | 10 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:51 | yes | 23 | 97 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:28 | yes | 5 | 24 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:54 | yes | 3 | 7 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:27 | yes | 11 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:38 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:45 | no | 0 | 8 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 13:29 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 15:53 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:06 | yes | 13 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:19 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:34 | yes | 23 | 51 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:16 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:12 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:09 | yes | 14 | 47 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:05 | yes | 12 | 52 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:26 | no | 0 | 43 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:59 | yes | 3 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:11 | yes | 12 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:57 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:47 | yes | 5 | 6 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 17:34 | yes | 10 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:12 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:59 | yes | 10 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:23 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:22 | yes | 25 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:29 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:59 | yes | 10 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:38 | yes | 25 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:14 | yes | 23 | 137 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:31 | yes | 18 | 60 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:51 | yes | 5 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:27 | yes | 24 | 33 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
Datadog read as Datadog Session Replay
Unresolved, counted raw
Adobe
Highlight.io
LogRocket Galileo
MS Clarity
Optise
PostHog Session Replay
rrweb
Discontinued, still offered
No shut-down product was recommended here.