Web analytics for enterprise buyers
Asked as “web analytics platform”, and as “website traffic analytics tool”, on behalf of an enterprise B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
35%
Contested · Google Analytics 360 25%
35Adobe Analytics25Google Analytics 36012Matomo27others
35% of first choices, contested.
Since October 2026▼−6Since October 2026: 41% → 35%, −6 points. Inside the 11-point floor: within noise.Adobe Analytics held the lead, −6 points on 41%, 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.Standing →Enterprise
Adobe Analytics35%Contested▼−6Since October 2026: 41% → 35%, −6 points. Inside the 11-point floor: within noise.This page
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.Standing →EnterpriseAdobe Analytics35%Contested▼−6Since October 2026: 41% → 35%, −6 points. Inside the 11-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Adobe Analytics35%30%64criticized default▼−6Since October 2026: 41% → 35%, −6 points. Inside the 11-point floor: within noise.41% → 35%
Adobe Analytics35%30%64criticized default▼−6Since October 2026: 41% → 35%, −6 points. Inside the 11-point floor: within noise.41% → 35%02
Google Analytics 360 Lab in the set25%16%37accepted challenger▲+9Since October 2026: 16% → 25%, +9 points. Inside the 11-point floor: within noise.16% → 25%
Google Analytics 360 Lab in the set25%16%37accepted challenger▲+9Since October 2026: 16% → 25%, +9 points. Inside the 11-point floor: within noise.16% → 25%03
Matomo12%11%38accepted challenger▲+10Since October 2026: 2% → 12%, +10 points. Inside the 11-point floor: within noise.2% → 12%
Matomo12%11%38accepted challenger▲+10Since October 2026: 2% → 12%, +10 points. Inside the 11-point floor: within noise.2% → 12%04
Mixpanel4%22%45accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
Mixpanel4%22%45accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%05Google Analytics 4 Lab in the set4%44%41criticized challenger▼−6Since October 2026: 10% → 4%, −6 points. Inside the 11-point floor: within noise.10% → 4%
Google Analytics 4 Lab in the set4%44%41criticized challenger▼−6Since October 2026: 10% → 4%, −6 points. Inside the 11-point floor: within noise.10% → 4%06
PostHog2%17%12accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
PostHog2%17%12accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the six products at 0%, ordered by negative rate
11
Plausible Analytics0%35%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Plausible Analytics0%35%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Heap0%33%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Heap0%33%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Fullstory0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Fullstory0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Amplitude0%23%43accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Amplitude0%23%43accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Contentsquare0%14%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Contentsquare0%14%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07Piwik PRO Analytics Suite0%4%25accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 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 360 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 eleven times of 52. 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 two times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to head
Google Analytics 4 vs HubSpot Marketing HubGoogle Analytics 4 vs MixpanelGoogle Analytics 4 vs Microsoft Clarity
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.All twenty-eight head-to-head pages: the top eight products, each against each
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
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 →
010203040506P07
0809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Adobe Analytics35%
Adobe Analytics35%02Google Analytics 36025%
Google Analytics 36025%03Matomo12%
Matomo12%04Mixpanel4%
Mixpanel4%05Google Analytics 44%
Google Analytics 44%06PostHog2%
PostHog2%07Piwik PRO Analytics Suite0%
08Amplitude0%
Amplitude0%09Contentsquare0%
Contentsquare0%10Fullstory0%
Fullstory0%11Plausible Analytics0%
Plausible Analytics0%12Heap0%
Heap0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 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.
Google Analytics 444%
18 of 41 labels negative · 13 of 14 models · 6 hard negative
“Google Analytics 4 (GA4) / GA360 — *Approach with high caution* ... Multiple EU bans: GA4 has been ruled non-compliant with GDPR” DeepSeek V4 Flash, negative prompt
Adobe Analytics30%
19 of 64 labels negative · 11 of 14 models · 4 hard negative
“Avoid unless the organization can support substantial implementation, specialist skills, governance, and licensing costs.” Perplexity Sonar, negative prompt
Amplitude23%
10 of 43 labels negative · 8 of 14 models · 1 hard negative
“All price on monthly tracked events (MTUs/events), which scales unpredictably with traffic.” DeepSeek V4 Flash, budget prompt
Mixpanel22%
10 of 45 labels negative · 8 of 14 models · 1 hard negative
“All price on monthly tracked events (MTUs/events), which scales unpredictably with traffic.” DeepSeek V4 Flash, budget 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
67 of 84 answers in this category came back with a source list, from 13 of 14 models: citations where the model returns them, or the search results it consulted. 854 links across 271 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 1 model searched through a gateway that returned no source list on this edition. 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 · Matomo25 answers · 41 citations · 11 models
vendor site · Software Advice25 answers · 34 citations · 10 models
vendor site · LinkedIn24 answers · 25 citations · 9 models
vendor site · GetApp21 answers · 26 citations · 9 models
vendor site · Amplitude19 answers · 23 citations · 10 models
vendor site · Adobe18 answers · 23 citations · 7 models
16 answers · 26 citations · 9 models
16 answers · 17 citations · 8 models
16 answers · 17 citations · 9 models
vendor site · Sealmetrics15 answers · 15 citations · 10 models
vendor site · Mixpanel14 answers · 19 citations · 7 models
vendor site · Capterra13 answers · 20 citations · 5 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.
24 answers · 10 models
20 answers · 9 models
16 answers · 9 models
14 answers · 8 models
12 answers · 6 models
12 answers · 9 models
10 answers · 5 models
9 answers · 5 models
8 answers · 4 models
8 answers · 6 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 |
|---|---|---|---|---|---|---|---|
| Adobe parent site Adobe Analytics 35%, Adobe Customer Journey Analytics 2% | 38% | 198 | 1,220,000 | 117,563 | |||
| Google parent site Google Analytics 360 25% | 25% | 58 | 2,900 | 46 | |||
| Matomo matomo.org Matomo 12%, Matomo On-Premise 4% | 17% | 160 | 1,900 | 87 | 35,015 | 9 | |
| Mixpanel mixpanel.com | 4% | 467 | 12,100 | 458 | 20,284 | $458 | 11 |
| Google analytics.google.com Google Analytics 4 4% | 4% | 473 | 9,900 | 348 | |||
| PostHog posthog.com | 2% | 420 | 33,100 | 271 | 25,936 | 120 | |
| Piwik PRO Enterprise piwik.pro Piwik PRO Enterprise 2%, Piwik PRO Analytics Suite 0% | 2% | 31 | 95,862 | 8 | |||
| Clics | 2% | ||||||
| HubSpot parent site HubSpot Marketing Hub 2% | 2% | 991 | 368,000 | 9,776 | |||
| Bold BI | 2% |
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 an enterprise B2B company?”Paraphrase“Which website traffic analytics tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade web analytics platforms and how do they differ?”Budget-constrained“What is the best web analytics platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a web analytics platform. What should we look at?”Negative“Which web analytics platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5HubSpot Marketing HubGoogle Analytics 4Changedno first choiceGoogle Analytics 360, Mixpanelno first choiceagainst: Google Analytics 4, Matomo, Meta Pixel, Piwik PRO Analytics Suite
Two alternatives
Amplitude, Google Analytics 4Four alternatives
Adobe Analytics, Amplitude, Matomo, MixpanelGPT-5.4 miniAdobe AnalyticsAdobe AnalyticsHeldAdobe AnalyticsPiwik PRO Enterpriseagainst: Adobe Analytics / Customer Journey Analyticsno first choiceagainst: Google Analytics 4
Six alternatives
Adobe Customer Journey Analytics, Amplitude, Contentsquare, Google Analytics 360, Mixpanel, Quantum MetricOne alternative
ContentsquareSix alternatives
Amplitude, Google Analytics 360, Matomo, Mixpanel, Piwik PRO Analytics Suite, SnowplowOne alternative
MatomoGemini 3.5 FlashAdobe AnalyticsAdobe Analytics, Google Analytics 360ChangedAdobe Analytics, Google Analytics 360Matomono first choiceagainst: Contentsquare, Fathom, Fullstory, Google Analytics 4, Matomo, Plausible Analytics, Simple Analytics
Six alternatives
6sense, Amplitude, Demandbase, Google Analytics 360, Mixpanel, Piwik PRO EnterpriseFour alternatives
6sense, Demandbase, Matomo, Piwik PRO EnterpriseFour alternatives
Amplitude, Heap, Mixpanel, Piwik PRO Analytics SuiteSix alternatives
Google Analytics 360, Metabase, Piwik PRO Analytics Suite, RudderStack, Snowplow, SupersetPerplexity SonarAdobe AnalyticsAdobe AnalyticsHeldno first choiceMatomoagainst: Adobe Analytics, Analytics 360no first choiceagainst: Adobe Analytics, Amplitude, Fathom, Fullstory, Google Analytics 360, Google Analytics 4, Heap, Hotjar, Matomo, Microsoft Clarity, Mixpanel, Plausible Analytics, PostHog, Umami
Five alternatives
Amplitude, Fullstory, Google Analytics 360, Google Analytics 4, MatomoFour alternatives
Ahrefs, Factors.ai, Google Analytics 4, SemrushTen alternatives
Adobe Analytics, Amplitude, Contentsquare, Fullstory, Glassbox, Google Analytics 4, Matomo, Mixpanel, Piwik PRO Analytics Suite, PostHogOne alternative
Google Analytics 4Grok 4.20Adobe Analyticsagainst: Lucky Orange, Sealmetrics, SemrushAdobe AnalyticsHeldAdobe Analytics, Google Analytics 4Matomo On-Premiseagainst: Adobe Analytics, Amplitude, Contentsquare, Google Analytics 360, Google Analytics 4, Mixpanelno first choiceagainst: Adobe Analyticsagainst: Amplitude, Google Analytics 4, Heap Premier, Mixpanel
Five alternatives
Amplitude, Google Analytics 360, Mixpanel, Piwik PRO Analytics Suite, UsermavenTwo alternatives
Google Analytics 4 (GA4) with BigQuery export, MatomoThree alternatives
Amplitude, Matomo, MixpanelOne alternative
Piwik PRO EnterpriseMistral SmallGoogle Analytics 360Google Analytics 360HeldGoogle Analytics 360, Google Analytics 4Google Analytics 360against: Adobe Analyticsno first choiceagainst: Adobe Analytics, Fullstory, Google Analytics 4, Hotjar, Mouseflow
Three alternatives
Adobe Analytics, Clics, Google Analytics 4Three alternatives
6sense, HubSpot Marketing Hub, SimilarwebSix alternatives
Adobe Analytics, Amplitude, Contentsquare, Fullstory, Matomo, MixpanelOne alternative
Matomo On-PremiseDeepSeek V4 FlashGoogle Analytics 360Google Analytics 360Heldno first choiceMatomo On-Premiseagainst: Adobe Analytics, Amplitude, Google Analytics 360, Heap, Mixpanel, PostHogno first choiceagainst: Adobe Analytics, Fathom, Google Analytics 4, Plausible Analyticsagainst: Adobe Analytics, Clicky, GA360, GoAccess, Google Analytics 4, IBM Digital Analytics, Piwik, Umami, Webtrends
Three alternatives
Adobe Analytics, Dreamdata, HockeyStackFour alternatives
6sense, Adobe Analytics, Demandbase, SimilarwebEight alternatives
Adobe Analytics, Amplitude, Contentsquare, Fullstory, Google Analytics 360, Matomo, Mixpanel, Piwik PRO Analytics SuiteOne alternative
Plausible AnalyticsSix alternatives
Amplitude, Matomo, Mixpanel, Piwik PRO Analytics Suite, PostHog, StatsigLlama 4 MaverickGoogle Analytics 360ClicsChangedno first choiceAdobe Analytics, Google Analytics 360no first choiceagainst: Mixpanelagainst: Adobe Analytics, Cloudflare Web Analytics, Simple Analytics
Two alternatives
Adobe Analytics, ClicsOne alternative
SimilarwebOne alternative
Adobe AnalyticsQwen 3.7 FlashAdobe AnalyticsAdobe Analytics, Google Analytics 4ChangedAdobe AnalyticsMatomoagainst: Amplitude, Google Analytics 4, Mixpanelno first choiceagainst: Adobe Analytics, Amplitude, Google Analytics 4, Heap, Mixpanel
Three alternatives
BigQuery, Google Analytics 4, TealiumThree alternatives
Dreamdata, Similarweb, ZoomInfo OnsiteFive alternatives
Amplitude, Google Analytics 4, Matomo, Mixpanel, Piwik PRO Analytics SuiteTwo alternatives
Adobe Analytics, PostHogKimi K2Adobe Customer Journey AnalyticsGoogle Analytics 360Changedagainst: Plausible Analyticsno first choiceMatomoagainst: Adobe Analytics, Google Analytics 360no first choiceagainst: Amplitude, Crazy Egg, Fathom Analytics, Google Analytics 4, Mixpanel, Open Web Analytics, Plausible Analytics
Two alternatives
Amplitude, Google Analytics 360Two alternatives
Adobe Analytics, ContentsquareEight alternatives
Adobe Analytics, Amplitude, Fullstory, Google Analytics 360, Mixpanel, Piwik PRO Analytics Suite, Plausible Analytics, SnowplowOne alternative
AmplitudeGLM 4.7 FlashXAdobe Analyticsno first choiceChangedGoogle Analytics 4PostHogagainst: Adobe Analytics, Amplitude, GA 360, Google Analytics 4, Heap, Microsoft Clarity, Mixpanelno first choiceagainst: Adobe Analytics, Google Analytics 4, Webtrends
Five alternatives
Amplitude, Dreamdata, Google Analytics 360, Matomo, MixpanelEight alternatives
Adobe Analytics, Amplitude, Fathom, Heap, Matomo, Microsoft Clarity, Mixpanel, Plausible AnalyticsMiniMax M2.5Google Analytics 360Adobe AnalyticsChangedno first choiceBold BI, Reveal BIagainst: Adobe Analytics, Amplitude, Google Analytics 360, Matomono first choiceagainst: Google Analytics 4against: Adobe Analytics, Google Analytics 4
Four alternatives
Adobe Analytics, Dreamdata, Matomo, PostHogThree alternatives
Google Analytics 4, HubSpot Marketing Hub, MixpanelOne alternative
Plausible AnalyticsGPT-6 LunaAdobe AnalyticsAdobe AnalyticsHeldAdobe Analytics, Google Analytics 360Matomono first choiceagainst: Adobe Analytics, Amplitude, BigQuery, Google Analytics 4, Mixpanel
Five alternatives
Adobe Customer Journey Analytics, BigQuery, Google Analytics 4, Mixpanel, Piwik PRO Analytics SuiteThree alternatives
Adobe Customer Journey Analytics, Google Analytics 4, Piwik PRO Analytics SuiteSix alternatives
Amplitude, Contentsquare, Matomo, Mixpanel, Piano Analytics, Piwik PRO Analytics SuiteFour alternatives
Adobe Analytics, Amplitude, Google Analytics 4, MixpanelMuse Glimmer 30BAdobe Analytics, Google Analytics 360Adobe AnalyticsChangedAdobe Analytics, Google Analytics 360, Google Analytics 4Matomo, Mixpanelagainst: Adobe Analytics, Google Analytics 360no first choiceagainst: Adobe Analytics, Fathom, Google Analytics 4, Plausible Analytics, Umami, Yandex Metrica
Three alternatives
Dreamdata, HockeyStack, UsermavenTwo alternatives
Google Analytics 360, Matomo On-PremiseFive alternatives
Amplitude, Matomo Analytics, Matomo On-Premise, Mixpanel, Piwik PRO Analytics SuiteTwo alternatives
Embeddable, QrveyBold 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 11:37 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:36 | yes | 4 | 6 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 12:32 | no | 0 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:50 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:53 | yes | 5 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:47 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:51 | yes | 25 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:58 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:39 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:29 | yes | 15 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:25 | yes | 15 | 73 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:07 | yes | 25 | 56 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:18 | yes | 5 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:54 | yes | 18 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:17 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:13 | yes | 2 | 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 15:09 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:59 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:49 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:29 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:48 | yes | 22 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:06 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:35 | yes | 5 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:51 | yes | 25 | 48 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:53 | yes | 10 | 66 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:16 | no | 0 | 16 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:49 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:21 | yes | 13 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:30 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:33 | yes | 7 | 9 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 12:16 | no | 0 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:08 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:22 | yes | 10 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:25 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:52 | yes | 24 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:44 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:24 | yes | 5 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:27 | yes | 25 | 41 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:58 | no | 0 | 45 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:06 | no | 0 | 75 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:53 | yes | 8 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:20 | yes | 13 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:29 | yes | 29 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:39 | yes | 4 | 6 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 15:34 | no | 0 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:39 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:25 | yes | 22 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:50 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:06 | yes | 24 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:03 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:03 | yes | 20 | 91 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:21 | yes | 25 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:55 | yes | 24 | 113 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:28 | yes | 25 | 82 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:13 | yes | 1 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:48 | yes | 21 | 35 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:46 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:58 | 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 10:19 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:58 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:57 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:42 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:04 | yes | 24 | 66 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:52 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:03 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:27 | yes | 25 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:59 | yes | 25 | 30 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:29 | no | 0 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:13 | yes | 2 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:46 | yes | 14 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:36 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:46 | yes | 4 | 5 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 15:44 | no | 0 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:35 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:22 | yes | 5 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:29 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:39 | yes | 25 | 47 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:28 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:26 | yes | 15 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:35 | yes | 22 | 41 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:46 | yes | 25 | 32 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:57 | yes | 9 | 42 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:13 | yes | 3 | 27 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:33 | yes | 24 | 37 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
Piwik PRO read as Piwik PRO Analytics Suite
Piwik PRO (Matomo) read as Piwik PRO Analytics Suite
Piwik PRO (now part of Matomo) read as Piwik PRO Analytics Suite
Plausible read as Plausible Analytics
Plausible (Enterprise) read as Plausible Analytics
Unresolved, counted raw
AT Internet
Analytics 360
Bold BI
GA 360
GoAccess
Google Analytics 4 (GA4) with BigQuery export
Heap Premier
Piwik
Piwik PRO Enterprise
Windsor
ZoomInfo Onsite
Discontinued, still offered
No shut-down product was recommended here.