Web analytics
Asked as “web analytics platform”, and as “website traffic analytics tool”, on behalf of a mid-market B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
55%
Clear leader
55Google Analytics 407HubSpot Marketing Hub05Dreamdata33others
55% of first choices, clear leader.
Since October 2026▼−2Since October 2026: 57% → 55%, −2 points. Inside the 11-point floor: within noise.Google Analytics 4 held the lead, −2 points on 57%, 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
Google Analytics 457%Clear leader▲+5Since October 2026: 52% → 57%, +5 points. Inside the 11-point floor: within noise.Standing →Mid-marketGoogle Analytics 455%Clear leader▼−2Since October 2026: 57% → 55%, −2 points. Inside the 11-point floor: within noise.This pageEnterprise
Adobe Analytics35%Contested▼−6Since October 2026: 41% → 35%, −6 points. Inside the 11-point floor: within noise.Standing →
Google Analytics 457%Clear leader▲+5Since October 2026: 52% → 57%, +5 points. Inside the 11-point floor: within noise.Standing →Mid-marketGoogle Analytics 455%Clear leader▼−2Since October 2026: 57% → 55%, −2 points. Inside the 11-point floor: within noise.This pageEnterpriseAdobe Analytics35%Contested▼−6Since October 2026: 41% → 35%, −6 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
01Google Analytics 4 Lab in the set55%23%74endorsed leader▼−2Since October 2026: 57% → 55%, −2 points. Inside the 11-point floor: within noise.57% → 55%
Google Analytics 4 Lab in the set55%23%74endorsed leader▼−2Since October 2026: 57% → 55%, −2 points. Inside the 11-point floor: within noise.57% → 55%02
HubSpot Marketing Hub7%7%14accepted challenger▲+4Since October 2026: 3% → 7%, +4 points. Inside the 11-point floor: within noise.3% → 7%
HubSpot Marketing Hub7%7%14accepted challenger▲+4Since October 2026: 3% → 7%, +4 points. Inside the 11-point floor: within noise.3% → 7%03
Mixpanel4%3%39accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%
Mixpanel4%3%39accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%04
Microsoft Clarity4%8%24accepted challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 11-point floor: within noise.3% → 4%
Microsoft Clarity4%8%24accepted challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 11-point floor: within noise.3% → 4%05
Plausible Analytics2%0%46accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Plausible Analytics2%0%46accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%06
Amplitude2%6%34accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%
Amplitude2%6%34accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%07
PostHog2%4%24accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
PostHog2%4%24accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%08
Umami2%8%12accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Umami2%8%12accepted 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
13Adobe Analytics0%32%34criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Adobe Analytics0%32%34criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Hotjar0%18%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Hotjar0%18%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%15
Heap0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Heap0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Matomo0%2%60accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Matomo0%2%60accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%10
Fathom0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Fathom0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Fathom Analytics0%0%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Fathom Analytics0%0%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14Piwik PRO Analytics Suite0%0%10accepted 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 one time of 4; the other thirteen models twenty-nine times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
Google Analytics 4 vs Plausible AnalyticsGoogle Analytics 4 vs AmplitudeGoogle Analytics 4 vs PostHogGoogle Analytics 4 vs UmamiHubSpot Marketing Hub vs MixpanelHubSpot Marketing Hub vs Microsoft ClarityHubSpot Marketing Hub vs Plausible AnalyticsHubSpot Marketing Hub vs AmplitudeHubSpot Marketing Hub vs PostHogHubSpot Marketing Hub vs UmamiMixpanel vs Microsoft ClarityMixpanel vs Plausible AnalyticsMixpanel vs AmplitudeMixpanel vs PostHogMixpanel vs UmamiMicrosoft Clarity vs Plausible AnalyticsMicrosoft Clarity vs AmplitudeMicrosoft Clarity vs PostHogMicrosoft Clarity vs UmamiPlausible Analytics vs AmplitudePlausible Analytics vs PostHogPlausible Analytics vs UmamiAmplitude vs PostHogAmplitude vs UmamiPostHog vs Umami
One product takes 55% of first choices here, so the chart would put fourteen 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. One product carries a negative rate above 25% in this category.
What they warned about
Four of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
Google Analytics 423%
17 of 74 labels negative · 13 of 14 models · 9 hard negative
“Google Analytics is the most scrutinized analytics platform, with several documented concerns... ruled that Google Analytics violates GDPR” MiniMax M2.5, negative prompt
Adobe Analytics32%
11 of 34 labels negative · 8 of 14 models · 2 hard negative
“flagged for privacy and data collection practices that may not align with strict privacy regulations” Mistral Small, negative prompt
Hotjar18%
4 of 22 labels negative · 4 of 14 models
“session recording tools in general raise concerns... Caution: Requires careful implementation, data masking, and explicit consent” Kimi K2, negative prompt
Meta Pixel
100%
2 of 2 labels negative · 2 of 14 models · 2 hard negative
“Scrutinize Meta Pixel and advertising-linked setups... That's especially risky on pages involving health, finances, identity, or other sensitive topics.” GPT-6 Luna, 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
71 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. 690 links across 231 sites, every framing counted. Ranked by the number of answers carrying the site or page. 18 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 · LinkedIn25 answers · 25 citations · 10 models
vendor site · Matomo21 answers · 35 citations · 10 models
vendor site · Amplitude18 answers · 22 citations · 9 models
vendor site · Software Advice18 answers · 20 citations · 10 models
vendor site · Crazy Egg17 answers · 17 citations · 9 models
vendor site · Swetrix12 answers · 16 citations · 9 models
vendor site · Usermaven12 answers · 15 citations · 5 models
vendor site · Plausible Analytics12 answers · 14 citations · 7 models
11 answers · 15 citations · 7 models
vendor site · GetApp11 answers · 13 citations · 9 models
11 answers · 11 citations · 6 models
vendor site · Similarweb11 answers · 11 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.
21 answers · 10 models
18 answers · 10 models
16 answers · 9 models
11 answers · 6 models
10 answers · 9 models
9 answers · 6 models
8 answers · 6 models
8 answers · 8 models
7 answers · 7 models
7 answers · 5 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 web analytics platform”, “web analytics platform”. 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 |
|---|---|---|---|---|---|---|---|
| Google analytics.google.com Google Analytics 4 55% | 55% | 473 | 9,900 | 348 | |||
| HubSpot parent site HubSpot Marketing Hub 7% | 7% | 991 | 368,000 | 9,776 | |||
| Dreamdata dreamdata.io | 5% | 151 | 1,000 | 6 | 4,088 | 20 | |
| Mixpanel mixpanel.com | 4% | 467 | 12,100 | 458 | 20,284 | $458 | 11 |
| Microsoft clarity.microsoft.com Microsoft Clarity 4% | 4% | 219 | 2,240,000 | 403,136 | 44,297 | ||
| HockeyStack hockeystack.com | 4% | 96 | 3,600 | 46 | 3,061 | 15 | |
| Dealfront leadfeeder.com | 4% | 170 | 590 | 9 | 18,447 | 3 | |
| Clics | 4% | ||||||
| Dealfront Leadfeeder | 4% | ||||||
| Plausible Analytics plausible.io | 2% | 114 | 1,900 | 33 | 39,368 |
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 web analytics platform” is databox.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 web analytics platform for a mid-market B2B company?”Paraphrase“Which website traffic analytics tool would you recommend to a mid-sized B2B company?”Comparative“What are the top web analytics platforms and how do they differ?”Budget-constrained“What is the best web analytics platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a web analytics platform. What should we look at?”Negative“Which web analytics platforms should I avoid or be cautious about?”
Claude Haiku 4.5Google Analytics 4Google Analytics 4HeldAdobe Analytics, Google Analytics 4Google Analytics 4no first choiceagainst: Adobe Analytics, Google Analytics 4, Kissmetrics, Open Web Analytics, Similarweb, Umami
Four alternatives
Adobe Analytics, Amplitude, HubSpot Marketing Hub, MixpanelThree alternatives
Dealfront, GSC, Microsoft ClarityFour alternatives
Hotjar, Matomo Analytics, Mixpanel, Plausible AnalyticsTwo alternatives
Fathom Analytics, Plausible AnalyticsGPT-5.4 miniGoogle Analytics 4against: Adobe AnalyticsGoogle Analytics 4Heldagainst: SimilarwebGoogle Analytics 4Plausible Analytics, Umamino first choiceagainst: Google Analytics 4
Three alternatives
Amplitude, Matomo, MixpanelTwo alternatives
Matomo, MixpanelSix alternatives
Adobe Analytics, Fathom, Matomo, Mixpanel, Plausible Analytics, PostHogOne alternative
MatomoGemini 3.5 FlashDreamdata, HockeyStackagainst: Google Analytics 4HubSpot Marketing HubChangedagainst: Google Analytics 4Google Analytics 4Google Analytics 4, Microsoft ClarityPostHogagainst: Adobe Analytics, Amplitude, Google Universal Analytics, Mixpanel, Standard Google Analytics 4
Two alternatives
HubSpot Marketing Hub, PostHogFive alternatives
Dealfront, Mixpanel, PostHog, Salesforce + Bizible/Ruler Analytics, SnitcherSeven alternatives
Adobe Analytics, Amplitude, Fathom Analytics, Matomo, Mixpanel, Piwik PRO Analytics Suite, Plausible AnalyticsThree alternatives
Matomo, Plausible Analytics, PostHogTwo alternatives
Amplitude, MixpanelPerplexity SonarGoogle Analytics 4Google Analytics 4HeldGoogle Analytics 4Google Analytics 4no first choiceagainst: Amplitude, Google Analytics 4, Heap, Hotjar, Microsoft Clarity, PostHog
Seven alternatives
Amplitude, HockeyStack, Looker Studio, Matomo, Microsoft Clarity, Mixpanel, Plausible AnalyticsThree alternatives
Google Search Console, Leadfeeder Web Insights, Microsoft ClaritySix alternatives
Adobe Analytics, Amplitude, Contentsquare, Hotjar, Matomo, MixpanelFive alternatives
Amplitude, Matomo, Mixpanel, Plausible Analytics, SelineGrok 4.20Mixpanelagainst: Adobe Analytics, BigQuery, Google Analytics 4Google Analytics 4Changedagainst: Adobe AnalyticsGoogle Analytics 4Google Analytics 4Amplitude, Mixpanelagainst: Adobe Analytics, Adobe Experience Cloud, Clicky, Crazy Egg, Facebook, Google Analytics 4, Hotjar, HubSpot Marketing Hub, Meta Pixel, Microsoft Clarity or Bing Web Analytics, Salesforce Analytics, Statcounter
Four alternatives
Fathom, Matomo, Plausible Analytics, PostHogEight alternatives
Fathom Analytics, Google Analytics 360, HubSpot Marketing Hub, Matomo, Mixpanel, Plausible Analytics, Semrush Traffic Analytics, SimilarwebSeven alternatives
Adobe Analytics, Amplitude, Crazy Egg, Hotjar, Microsoft Clarity, Plausible Analytics, PostHogFive alternatives
Fathom Analytics, Matomo, Plausible Analytics, Swetrix, UmamiOne alternative
FullstoryMistral SmallClicsDealfront Leadfeeder, Google Analytics 4ChangedGoogle Analytics 4Google Analytics 4no first choiceagainst: Adobe Analytics, Facebook Analytics, Google Analytics 4, Microsoft Clarity
Seven alternatives
Amplitude, Google Analytics 4 (GA4) with BigQuery, Heap, Matomo, Mixpanel, Piwik PRO Analytics Suite, PostHogTwo alternatives
Hotjar, Microsoft ClaritySeven alternatives
Adobe Analytics, Fathom Analytics, Hotjar, Matomo, Mixpanel, Plausible Analytics, PostHogFour alternatives
Fathom, Matomo, Plausible Analytics, UmamiDeepSeek V4 FlashHockeyStackGoogle Analytics 4ChangedGoogle Analytics 4Google Analytics 4no first choiceagainst: Facebook Pixel / Meta Tracking, Google Analytics 4
Three alternatives
Dreamdata, Google Analytics 4, MatomoEight alternatives
Dreamdata, Factors.ai, Fathom, HubSpot Marketing Hub, Matomo, Plausible Analytics, Ruler Analytics, SimilarwebEight alternatives
Adobe Analytics, Amplitude, Contentsquare, Heap, Matomo, Mixpanel, Plausible Analytics, PostHogFour alternatives
Matomo, Microsoft Clarity, Plausible Analytics, UmamiLlama 4 MaverickClicsDealfront LeadfeederChangedno first choiceGoogle Analytics 4no first choicenothing named
Four alternatives
Clics, Google Analytics 4, Hotjar, Microsoft ClarityFour alternatives
Fathom, Matomo, Plausible Analytics, Simple AnalyticsQwen 3.7 FlashDreamdataagainst: Google Analytics 4Google Analytics 4, HubSpot Marketing HubChangedGoogle Analytics 4Google Analytics 4GA360, Google Analytics 4against: Adobe Experience Cloudagainst: Adobe Analytics, CrazyEgg, Facebook Business Manager / Meta Ads Manager / TikTok Analytics, Fullstory, Google Analytics 4, Hotjar, Oracle/BlueKai, Statcounter
Three alternatives
HockeyStack, HubSpot Marketing Hub, MixpanelFour alternatives
Dealfront, Semrush, Similarweb, SnitcherSeven alternatives
Adobe Analytics, Amplitude, Fathom, Matomo, Mixpanel, Plausible Analytics, PostHogThree alternatives
Matomo, Plausible Analytics, UmamiSix alternatives
Adobe Analytics, Amplitude, Crazy Egg, Hotjar, Matomo, MixpanelKimi K2DreamdataHubSpot Marketing HubChangedagainst: Adobe AnalyticsGoogle Analytics 4Google Analytics 4no first choiceagainst: Adobe Analytics, GA360against: Facebook Pixel / Meta Analytics, Fullstory, Google Analytics 4, Google Tag Manager, Hotjar, Matomo, Shopify Analytics
Two alternatives
Google Analytics 4, HockeyStackOne alternative
Google Analytics 4Six alternatives
Adobe Analytics, Amplitude, Hotjar, Matomo, Microsoft Clarity, MixpanelSeven alternatives
Amplitude, Fathom Analytics, Matomo, Microsoft Clarity, Plausible Analytics, PostHog, UmamiGLM 4.7 FlashXGoogle Analytics 4Google Analytics 4HeldGoogle Analytics 4Google Analytics 4no first choiceagainst: Google Analytics 4
Six alternatives
Adobe Analytics, Amplitude, Google Tag Manager, Heap, Microsoft Clarity, MixpanelTwo alternatives
Matomo, Microsoft ClarityEight alternatives
Adobe Analytics, Amplitude, Hotjar, Matomo, Microsoft Clarity, Mixpanel, Plausible Analytics, PostHogFour alternatives
Hotjar, Matomo, Plausible Analytics, UmamiMiniMax M2.5BigQuery, Google Analytics 4Dealfront, Google Analytics 4ChangedGoogle Analytics 4Google Analytics 4, Microsoft Clarityno first choiceagainst: Google Analytics 4
Two alternatives
Dreamdata, HockeyStackThree alternatives
HubSpot Marketing Hub, Matomo, Microsoft ClaritySeven alternatives
Adobe Analytics, Amplitude, Fathom Analytics, Hotjar, Matomo, Mixpanel, Plausible AnalyticsTwo alternatives
Fathom Analytics, Plausible AnalyticsGPT-6 LunaGoogle Analytics 4HubSpot Marketing HubChangedagainst: Google Analytics 4Google Analytics 4Google Analytics 4no first choiceagainst: Google Analytics 4, Meta Pixel
Four alternatives
Dreamdata, HockeyStack, Matomo, Plausible AnalyticsOne alternative
MatomoSix alternatives
Adobe Analytics, Amplitude, Matomo, Mixpanel, Plausible Analytics, PostHogThree alternatives
Matomo On-Premise, Microsoft Clarity, Plausible AnalyticsSix alternatives
Adobe Analytics, Amplitude, Google Analytics 4, Matomo, Mixpanel, PostHogMuse Glimmer 30BGoogle Analytics 4against: Adobe AnalyticsDealfrontChangedGoogle Analytics 4, GA4Google Analytics 4no first choiceagainst: Google Analytics 4, Meta / Facebook Pixel and Meta analytics products, Microsoft analytics / Clarity
Six alternatives
Amplitude, Dreamdata, HubSpot Marketing Hub, Matomo, Mixpanel, Piwik PRO Analytics SuiteThree alternatives
Google Analytics 4, Microsoft Clarity, RB2BFive alternatives
Adobe Analytics, Amplitude, Contentsquare, Matomo, formerly Piwik, MixpanelThree alternatives
Matomo, Microsoft Clarity, Plausible AnalyticsBold 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 16:30 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:43 | yes | 5 | 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 13:44 | yes | 8 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:10 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:30 | yes | 12 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:37 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:45 | yes | 23 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:23 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:59 | yes | 15 | 51 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:57 | yes | 20 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:07 | yes | 14 | 34 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:30 | yes | 5 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:35 | yes | 3 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:45 | yes | 12 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:53 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:11 | yes | 3 | 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 09:12 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:36 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:23 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:24 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:39 | yes | 19 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:00 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:43 | yes | 5 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:28 | yes | 10 | 16 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:22 | yes | 15 | 29 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:01 | yes | 15 | 42 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:25 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:53 | yes | 14 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:49 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:05 | yes | 7 | 6 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 13:39 | no | 0 | 15 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 17:12 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:17 | yes | 5 | 29 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:26 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:48 | yes | 20 | 44 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:15 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:16 | yes | 5 | 19 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:00 | yes | 15 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:10 | yes | 15 | 39 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:51 | no | 0 | 51 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:43 | yes | 7 | 16 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:25 | yes | 14 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:30 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:24 | 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 15:19 | no | 0 | 13 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 08:39 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:59 | yes | 5 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:39 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:50 | yes | 15 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:28 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:06 | yes | 5 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:03 | yes | 9 | 36 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:18 | yes | 5 | 51 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:33 | yes | 5 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:48 | yes | 4 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:51 | yes | 13 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:14 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:06 | no | 0 | 5 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 09:18 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:59 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:43 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:17 | no | 0 | 4 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:27 | yes | 17 | 22 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:28 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:18 | yes | 9 | 40 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:15 | yes | 14 | 72 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:28 | yes | 14 | 74 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:04 | yes | 10 | 54 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:54 | yes | 5 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:24 | no | 0 | 4 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:39 | yes | 9 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:06 | yes | 3 | 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 09:25 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:01 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:13 | yes | 5 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:38 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:32 | yes | 25 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:06 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:27 | no | 0 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:43 | yes | 24 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:46 | yes | 25 | 51 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:00 | yes | 15 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:52 | yes | 3 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:31 | yes | 15 | 19 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
HubSpot read as HubSpot Marketing Hub
HubSpot Analytics read as HubSpot Marketing Hub
HubSpot Analytics (with Breeze Intelligence) read as HubSpot Marketing Hub
Piwik PRO read as Piwik PRO Analytics Suite
Plausible read as Plausible Analytics
Unresolved, counted raw
Dealfront Leadfeeder
Facebook Business Manager / Meta Ads Manager / TikTok Analytics
Facebook Pixel / Meta Analytics
Facebook Pixel / Meta Tracking
GSC
Google Analytics 4 (GA4) with BigQuery
Google Analytics 4, GA4
Leadfeeder Web Insights
Matomo, formerly Piwik
Meta / Facebook Pixel and Meta analytics products
Microsoft
Microsoft Clarity or Bing Web Analytics
Microsoft analytics / Clarity
Oracle/BlueKai
Salesforce
Salesforce + Bizible/Ruler Analytics
Salesforce Analytics
Standard Google Analytics 4 (GA4)
Stratabeat
Discontinued, still offered
No shut-down product was recommended here.