Web analytics
Asked as “web analytics platform”, and as “website traffic analytics tool”, on behalf of a mid-market B2B company. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
57%
Clear leader
57Google Analytics 408Amplitude07Dealfront28others
57% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01
Google Analytics 4 Lab in the set57%25%80criticized defaultnewNew since September 2026: not ranked then, 57% now.
Google Analytics 4 Lab in the set57%25%80criticized defaultnewNew since September 2026: not ranked then, 57% now.
06
HubSpot Marketing Hub3%10%10accepted challengernewNew since September 2026: not ranked then, 3% now.
HubSpot Marketing Hub3%10%10accepted challengernewNew since September 2026: not ranked then, 3% now.
Show the five products at 0%, ordered by negative rate
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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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 thirty-three times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
Google Analytics 4 vs Microsoft ClarityGoogle Analytics 4 vs HubSpot Marketing HubGoogle Analytics 4 vs MatomoGoogle Analytics 4 vs PostHogAmplitude vs MixpanelAmplitude vs DealfrontAmplitude vs Microsoft ClarityAmplitude vs HubSpot Marketing HubAmplitude vs MatomoAmplitude vs PostHogMixpanel vs DealfrontMixpanel vs Microsoft ClarityMixpanel vs HubSpot Marketing HubMixpanel vs MatomoMixpanel vs PostHogDealfront vs Microsoft ClarityDealfront vs HubSpot Marketing HubDealfront vs MatomoDealfront vs PostHogMicrosoft Clarity vs HubSpot Marketing HubMicrosoft Clarity vs MatomoMicrosoft Clarity vs PostHogHubSpot Marketing Hub vs MatomoHubSpot Marketing Hub vs PostHogMatomo vs PostHog
One product takes 57% of first choices here, so the chart would put thirteen 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. Three products carry a negative rate above 25% in this category.
What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, 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.
Google Analytics 425%
20 of 80 labels negative · 13 of 14 models · 6 hard negative
“the main one to scrutinize is **Google Analytics 4 (GA4)**, especially in privacy-regulated environments, because multiple sources flag GDPR, data-transfer, and consent issues” Perplexity Sonar, negative prompt
Adobe Analytics41%
11 of 27 labels negative · 9 of 14 models · 1 hard negative
“Massive cost & complexity – Year 1 can easily exceed $400K–$700K” GLM 4.7 FlashX, negative prompt
Meta Pixel
100%
4 of 4 labels negative · 4 of 14 models · 3 hard negative
“Depends on third-party cookies – increasingly blocked by browsers and privacy tools.” GLM 4.7 FlashX, negative prompt
Hotjar27%
4 of 15 labels negative · 3 of 14 models · 1 hard negative
“Session replay tools in general (Hotjar, FullStory, Mouseflow, etc.) should be used with great caution. If you don't strictly need them, avoid them.” DeepSeek V4 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
75 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. 968 links across 279 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Matomo34 answers · 53 citations · 12 models
vendor site · Amplitude26 answers · 39 citations · 12 models
vendor site · LinkedIn22 answers · 23 citations · 9 models
vendor site · Contentsquare19 answers · 27 citations · 7 models
18 answers · 24 citations · 9 models
vendor site · Similarweb17 answers · 17 citations · 9 models
vendor site · Improvado16 answers · 21 citations · 10 models
16 answers · 16 citations · 10 models
vendor site · Plausible Analytics15 answers · 21 citations · 10 models
vendor site · Cometly14 answers · 18 citations · 9 models
14 answers · 14 citations · 8 models
vendor site · Quantum Metric13 answers · 14 citations · 9 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.
19 answers · 9 models
17 answers · 7 models
17 answers · 9 models
16 answers · 8 models
16 answers · 10 models
14 answers · 8 models
13 answers · 8 models
12 answers · 6 models
12 answers · 8 models
10 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best 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 57% | 57% | 474 | 9,900 | 348 | |||
| Amplitude amplitude.com | 8% | 248 | 74,000 | 5,691 | 373,273 | $207 | 27 |
| Mixpanel mixpanel.com | 7% | 466 | 12,100 | 458 | 20,284 | $458 | 11 |
| Dealfront leadfeeder.com | 7% | 164 | 590 | 9 | 18,447 | 3 | |
| Microsoft clarity.microsoft.com Microsoft Clarity 3% | 3% | 215 | 2,240,000 | 403,136 | 44,297 | ||
| HubSpot parent site HubSpot Marketing Hub 3% | 3% | 934 | 368,000 | 9,776 | |||
| Google cloud.google.com BigQuery 3% | 3% | 248 | 22,200 | 2,048 | 7,405,347 | ||
| Matomo matomo.org | 2% | 167 | 1,900 | 87 | 35,015 | 9 | |
| PostHog posthog.com | 2% | 355 | 33,100 | 271 | 25,936 | 120 | |
| Piwik PRO piwik.pro | 2% | 45 | 390 | 4 | 95,862 | 8 |
Google's top ten for the two searches hold 17 sites; 2 of them are among the sites the models cited here (contentsquare.com, quantummetric.com). 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 4Dealfront, Google Analytics 4Changedno first choiceGoogle Analytics 4no first choiceagainst: Facebook Pixel, Google Analytics 4, Google Tag Manager
Four alternatives
Coffee, Microsoft Clarity, Mixpanel, PostHogFive alternatives
Happierleads, Hotjar, Looker Studio, Matomo, ZoomInfo WebSightsFour alternatives
Fathom, Microsoft Clarity, Seline, Umami CloudGPT-5.4 miniGoogle Analytics 4against: Adobe AnalyticsAmplitudeChangedGoogle Analytics 4Google Analytics 4against: PostHogno first choiceagainst: Google Analytics 4
Two alternatives
Matomo, Piwik PROTwo alternatives
Google Analytics 4, SimilarwebThree alternatives
Adobe Analytics, Matomo, Plausible AnalyticsTwo alternatives
Matomo Community, Plausible AnalyticsGemini 3.5 FlashFactors.aiagainst: Google Analytics 4HockeyStackChangedagainst: Fathom, Google Analytics 4, Plausible AnalyticsGoogle Analytics 4Google Analytics 4against: HotjarAmplitude, Piwik PROagainst: Google Analytics 4against: Adobe Analytics, Baidu Tongji, Google Analytics 4, Meta Pixel, Salesforce Marketing Cloud, TikTok Pixel, Yandex Metrica
Six alternatives
Dealfront, Dreamdata, Fathom Analytics, HockeyStack, HubSpot Marketing Hub, Plausible AnalyticsFive alternatives
Dealfront, Dreamdata, HubSpot Marketing Hub, Microsoft Clarity, Piwik PROTen alternatives
Adobe Analytics, Amplitude, Fathom Analytics, Hotjar, Matomo, Microsoft Clarity, Mixpanel, Piwik PRO, Plausible Analytics, PostHogFive alternatives
Microsoft Clarity, Mixpanel, Plausible Analytics, PostHog, UmamiOne alternative
MatomoPerplexity SonarGoogle Analytics 4against: Adobe AnalyticsDealfront, Google Analytics 4ChangedGoogle Analytics 4Google Analytics 4no first choiceagainst: Adobe Analytics, Amplitude, Google Analytics 4, Heap, HubSpot Marketing Hub, Mixpanel
Four alternatives
HubSpot Marketing Hub, Matomo, Piwik PRO, SimilarwebThree alternatives
Ahrefs, Factors.ai, SemrushEight alternatives
Adobe Analytics, Amplitude, Fathom, Matomo, Mixpanel, Plausible Analytics, PostHog, SimilarwebTwo alternatives
Matomo, Microsoft ClarityGrok 4.1 FastGoogle Analytics 4Google Analytics 4Heldagainst: Adobe Analytics, GA360Google Analytics 4Google Analytics 4no first choiceagainst: Google Analytics 4against: Amazon analytics, Facebook, Google Analytics 4, Meta Pixel, Microsoft Clarity
Two alternatives
Amplitude, MixpanelOne alternative
MatomoSix alternatives
Amplitude, Fathom Analytics, Heap, Matomo, Mixpanel, Plausible AnalyticsFour alternatives
Fathom, Matomo, Microsoft Clarity, Plausible AnalyticsFour alternatives
Fullstory, Matomo, Plausible Analytics, Quantum MetricMistral SmallGoogle Analytics 4Mixpanel, Visitor QueueChangedGoogle Analytics 4, MatomoGoogle Analytics 4, Microsoft Clarityno first choiceagainst: Adobe Analytics, Google Analytics 4against: Adobe Analytics, Google Analytics 4
Three alternatives
Contentsquare, Glassbox, MixpanelOne alternative
Cloudflare Web AnalyticsThree alternatives
Adobe Analytics, Amplitude, MixpanelOne alternative
ClickyDeepSeek V4 FlashGoogle Analytics 4HubSpot Marketing HubChangedagainst: Plausible AnalyticsGoogle Analytics 4Google Analytics 4Amplitude, Google Analytics 4, Mixpanelagainst: Adobe Analytics, Fullstory, Google Analytics 4, Hotjar, Mouseflow
Nine alternatives
Amplitude, Dreamdata, Factors.ai, Fathom, Matomo, Mixpanel, Piwik PRO, Plausible Analytics, SonaThree alternatives
Dealfront, Google Analytics 4, MatomoSix alternatives
Adobe Analytics, Amplitude, Hotjar, Matomo, Mixpanel, Plausible AnalyticsFive alternatives
Fathom, Matomo, Microsoft Clarity, Plausible Analytics, UmamiThree alternatives
Adobe Analytics, Matomo, Plausible AnalyticsLlama 4 MaverickGoogle Analytics 4Google Analytics 4Heldno first choiceGoogle Analytics 4no first choiceagainst: Google Analytics 4
Three alternatives
Contentsquare, Glassbox, MixpanelFour alternatives
Cloudflare Web Analytics, SE Ranking, Visitor Queue, Zoho PageSenseTwo alternatives
Amplitude, CometlyQwen 3.7 FlashDealfront, SonaGoogle Analytics 4Changedagainst: HotjarGoogle Analytics 4Google Analytics 4, Microsoft Clarityno first choiceagainst: Adobe Experience Cloudagainst: Adobe Analytics, Clicky, Fullstory, Hotjar, Matomo, Shopify, SmartNews, Squarespace, Statcounter, WebPromo, Wix
Five alternatives
Amplitude, Google Analytics 4, Matomo, Mixpanel, Piwik PROThree alternatives
HubSpot Marketing Hub, Matomo, Microsoft ClaritySeven alternatives
Adobe Analytics, Amplitude, Hotjar, Matomo, Mixpanel, Plausible Analytics, PostHogOne alternative
MatomoKimi K2BigQuery, Google Analytics 4Google Analytics 4, MixpanelChangedno first choiceGoogle Analytics 4Amplitudeagainst: Google Analytics 4, Matomo, Microsoft Clarity, Mixpanel, Segment
Four alternatives
Amplitude, Attribution, Mixpanel, Ruler AnalyticsFour alternatives
Dreamdata, HubSpot Marketing Hub, Matomo, SonaTwo alternatives
Matomo, Microsoft ClarityThree alternatives
Heap, Mixpanel, PendoGLM 4.7 FlashXGoogle Analytics 4MatomoChangedGoogle Analytics 4Google Analytics 4no first choiceagainst: Adobe Analytics, Facebook, Fathom, Google Analytics 4, Meta Pixel, Plausible Analytics
Four alternatives
Adobe Marketo Measure, Dreamdata, Matomo, Ruler AnalyticsFour alternatives
Dealfront, Google Analytics 4, HubSpot Content Hub, PostHogNine alternatives
Adobe Analytics, Amplitude, Contentsquare, Hotjar, Matomo, Microsoft Clarity, Mixpanel, Plausible Analytics, PostHogThree alternatives
Clicky, Matomo, Plausible AnalyticsMiniMax M2.5BigQuery, Google Analytics 4, MixpanelHubSpot Marketing HubChangedno first choiceGoogle Analytics 4Amplitudeagainst: Heapagainst: Google Analytics 4
Three alternatives
Amplitude, Heap, MatomoThree alternatives
Dealfront, Google Analytics 4, HotjarThree alternatives
Hotjar, Matomo Analytics, Plausible AnalyticsTwo alternatives
Mixpanel, PendoGPT-6 LunaGoogle Analytics 4, PostHogGoogle Analytics 4ChangedGoogle Analytics 4Google Analytics 4no first choiceagainst: Google Analytics 4, Meta Pixel, TikTok Pixel
Two alternatives
Amplitude, MatomoTwo alternatives
HubSpot Marketing Hub, MatomoSix alternatives
Adobe Analytics, Amplitude, Matomo, Mixpanel, Plausible Analytics, PostHogTwo alternatives
Matomo On-Premise, Plausible AnalyticsMuse Glimmer 30BGoogle Analytics 4DealfrontChangedGoogle Analytics 4Google Analytics 4no first choiceagainst: Adobe Analytics, Amplitude, Google Analytics 4, Meta
Ten alternatives
Amplitude, BigQuery, Dealfront, Matomo, Mixpanel, Piwik PRO, PostHog, Similarweb, Sona, ZoomInfo WebSightsThree alternatives
Google Analytics 4, HubSpot Marketing Hub, SalespanelFive alternatives
Adobe Analytics, Amplitude, Matomo, Mixpanel, Plausible AnalyticsFive alternatives
Cloudflare Web Analytics, Fathom Analytics, Matomo On-Premise, Plausible Analytics, UmamiBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:19 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:13 | yes | 5 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:39 | yes | 17 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:16 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:27 | yes | 24 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:33 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:34 | yes | 21 | 80 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:28 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:16 | yes | 5 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:57 | yes | 15 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:13 | yes | 24 | 34 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:41 | yes | 17 | 48 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:56 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:28 | yes | 14 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:39 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:44 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:15 | yes | 12 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:35 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:44 | yes | 25 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:53 | yes | 5 | 10 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:07 | yes | 20 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:07 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:47 | no | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:44 | yes | 20 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:01 | yes | 24 | 56 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:19 | yes | 20 | 26 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:41 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:01 | yes | 22 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:52 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:46 | yes | 4 | 5 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:50 | yes | 11 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:57 | yes | 21 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:23 | yes | 24 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:09 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:59 | yes | 23 | 51 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:11 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:43 | yes | 10 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:04 | yes | 15 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:45 | yes | 15 | 79 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:22 | no | 0 | 53 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:29 | yes | 9 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:57 | yes | 15 | 20 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:23 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:54 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:09 | yes | 13 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:36 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:23 | yes | 12 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:54 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:00 | yes | 19 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:52 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:20 | yes | 5 | 17 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:55 | yes | 10 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:28 | yes | 15 | 22 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:29 | yes | 10 | 29 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:10 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:40 | yes | 14 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:57 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:35 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:12 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:33 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:32 | yes | 18 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:26 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:23 | yes | 18 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:10 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:12 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:56 | yes | 20 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:54 | yes | 15 | 54 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:42 | yes | 5 | 9 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:17 | yes | 3 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:26 | no | 0 | 1 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:59 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:54 | yes | 4 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:37 | yes | 16 | 43 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:25 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:10 | yes | 15 | 5 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:12 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:19 | yes | 25 | 47 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:14 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:24 | no | 0 | 25 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:25 | yes | 24 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:40 | yes | 21 | 191 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:57 | yes | 10 | 21 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:29 | yes | 3 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:03 | yes | 14 | 20 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
HubSpot read as HubSpot Marketing Hub
HubSpot Analytics read as HubSpot Marketing Hub
HubSpot Analytics (with Breeze Intelligence) read as HubSpot Marketing Hub
Plausible read as Plausible Analytics
Unresolved, counted raw
Amazon analytics
Baidu Tongji
Cloud-hosted Matomo
Eulerian
Facebook Pixel
Matomo Community (self-hosted)
Meta
Piwik
SmartNews
Umami Cloud
WebPromo
Discontinued, still offered
No shut-down product was recommended here.