Web analytics for small business buyers
Asked as “web analytics platform”, and as “website traffic analytics tool”, on behalf of a small B2B company. 61 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
52%
Clear leader
52Google Analytics 416Plausible Analytics13Dealfront18others
52% 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the six products at 0%, ordered by negative rate
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-one 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 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
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 →
01
02
03
04
05
06
07
08
09
10
11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Google Analytics 452%
Google Analytics 452%02Plausible Analytics16%
Plausible Analytics16%03Dealfront13%
Dealfront13%04Matomo2%
Matomo2%05Fathom2%
Fathom2%06Microsoft Clarity2%
Microsoft Clarity2%07PostHog2%
PostHog2%08Fathom Analytics0%
Fathom Analytics0%09Hotjar0%
Hotjar0%10Umami0%
Umami0%11Mixpanel0%
Mixpanel0%12Amplitude0%
Amplitude0%13Adobe Analytics0%
Adobe Analytics0%What they warned about
Five of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX 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.
Adobe Analytics83%
15 of 18 labels negative · 13 of 14 models · 9 hard negative
“Enterprise-Grade Tools (e.g., Adobe Analytics, Google Analytics 360) ... Why avoid/be cautious? These are designed for large enterprises” Grok 4.1 Fast, negative prompt
Google Analytics 428%
22 of 78 labels negative · 13 of 14 models · 2 hard negative
“Avoid GA4 unless you specifically need Google Ads integration — the complexity cost is high for small teams.” Kimi K2, comparative prompt
Mixpanel39%
11 of 28 labels negative · 8 of 14 models · 5 hard negative
“Product/Product-Led Analytics (e.g., Mixpanel, Amplitude, Heap) - Why avoid? ... Overkill for basic web traffic” Grok 4.1 Fast, negative prompt
Amplitude53%
10 of 19 labels negative · 8 of 14 models · 4 hard negative
“Product/Product-Led Analytics (e.g., Mixpanel, Amplitude, Heap) - Why avoid?” Grok 4.1 Fast, 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. 947 links across 264 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 · LinkedIn29 answers · 32 citations · 10 models
vendor site · Crazy Egg25 answers · 27 citations · 10 models
vendor site · Amplitude23 answers · 24 citations · 12 models
vendor site · Similarweb21 answers · 21 citations · 8 models
vendor site · Matomo20 answers · 26 citations · 9 models
19 answers · 27 citations · 10 models
vendor site · UXCam19 answers · 21 citations · 8 models
16 answers · 22 citations · 9 models
16 answers · 17 citations · 7 models
16 answers · 16 citations · 8 models
vendor site · Spotsaas15 answers · 17 citations · 8 models
vendor site · Contentsquare15 answers · 16 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.
25 answers · 10 models
25 answers · 10 models
21 answers · 8 models
17 answers · 9 models
16 answers · 9 models
16 answers · 8 models
16 answers · 8 models
15 answers · 7 models
12 answers · 9 models
12 answers · 7 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 | Google ads, last 30 days |
|---|---|---|---|---|---|---|
| Google analytics.google.com Google Analytics 4 52% | 52% | 474 | 9,900 | 348 | ||
| Plausible Analytics plausible.io | 16% | 106 | 1,900 | 33 | 39,368 | |
| Dealfront leadfeeder.com | 13% | 164 | 590 | 9 | 18,447 | 3 |
| HubSpot parent site HubSpot Marketing Hub 3% | 3% | 934 | 368,000 | 9,776 | ||
| RB2B rb2b.com | 3% | 95 | 4,400 | 43 | 5,372 | 8 |
| Matomo matomo.org | 2% | 167 | 1,900 | 87 | 35,015 | 9 |
| Fathom fathom.ai | 2% | 174 | 90,500 | 6,657 | 44,771 | 24 |
| Microsoft clarity.microsoft.com Microsoft Clarity 2% | 2% | 215 | 2,240,000 | 403,136 | 44,297 | |
| PostHog posthog.com | 2% | 355 | 33,100 | 271 | 25,936 | 120 |
| Simple Analytics simpleanalytics.com | 2% | 20 |
Google's top ten for the two searches hold 17 sites; 1 of them are among the sites the models cited here (contentsquare.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 small B2B company?”Paraphrase“Which website traffic analytics tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top web analytics platforms for a small team and how do they differ?”Budget-constrained“What is the best web analytics platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a web analytics platform. What should we look at?”Negative“Which web analytics platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Google Analytics 4Google Analytics 4HeldGoogle Analytics 4, SelineGoogle Analytics 4no first choiceagainst: Adobe Analytics, Glassbox, Google Analytics 4, Matomo, Mixpanel, Piano Analytics
Two alternatives
Hotjar, MixpanelTwo alternatives
Hotjar, MixpanelThree alternatives
Fathom, Matomo, Microsoft ClarityFive alternatives
Clicky, Fathom Analytics, Hotjar, Matomo, Plausible AnalyticsGPT-5.4 miniPlausible Analyticsagainst: Google Analytics 4Google Analytics 4Changedno first choiceCloudflare Web Analyticsno first choiceagainst: Google Analytics 4
One alternative
MatomoTwo alternatives
Matomo, Plausible AnalyticsFive alternatives
Fathom, Google Analytics 4, Matomo, Plausible Analytics, Simple AnalyticsOne alternative
MatomoGemini 3.5 FlashRB2Bagainst: Dreamdata, Google Analytics 4, HockeyStackPlausible Analytics, RB2BChangedagainst: Google Analytics 4, HotjarPlausible AnalyticsGoogle Analytics 4, Plausible AnalyticsPlausible Analytics, PostHogagainst: Google Analytics 4against: Adobe Analytics, Amplitude, Crazy Egg, Fullstory, Google Analytics 4, Heap, Hotjar, Mixpanel
Four alternatives
Dealfront, HubSpot Marketing Hub, Plausible Analytics, SourceLoopFour alternatives
Dealfront, HubSpot Marketing Hub, Microsoft Clarity, SnitcherFive alternatives
Fathom, Google Analytics 4, Matomo, Microsoft Clarity, PostHogFour alternatives
Cloudflare Web Analytics, Fathom Analytics, Microsoft Clarity, UmamiThree alternatives
Fathom, Microsoft Clarity, UmamiPerplexity SonarGoogle Analytics 4DealfrontChangedagainst: StatcounterGoogle Analytics 4against: AmplitudeGoogle Analytics 4no first choiceagainst: Adobe Analytics, Glassbox, Google Analytics 4
Four alternatives
Fathom, Matomo, Plausible Analytics, PostHogOne alternative
Google Analytics 4Five alternatives
Fathom, Matomo, Microsoft Clarity, Plausible Analytics, PostHogTwo alternatives
Matomo, Microsoft ClarityGrok 4.1 FastGoogle Analytics 4Google Analytics 4HeldFathom Analytics, Google Analytics 4, Plausible AnalyticsGoogle Analytics 4Google Analytics 4against: Adobe Analyticsagainst: Adobe Analytics, Amplitude, Google Analytics 360, Google Analytics 4, Heap, Matomo On-Premise, Mixpanel, Snowplow
Six alternatives
Dealfront, Fathom, Matomo, Microsoft Clarity, Plausible Analytics, WoopraFive alternatives
Dealfront, Hotjar, Microsoft Clarity, RB2B, SemrushOne alternative
MatomoFour alternatives
Matomo, Microsoft Clarity, Plausible Analytics, UmamiTwo alternatives
Hotjar, MatomoMistral SmallMatomo, Plausible Analyticsagainst: Google Analytics 4DealfrontChangedagainst: StatcounterFathom Analytics, Plausible AnalyticsGoogle Analytics 4no first choiceagainst: Adobe Analyticsagainst: Google Analytics 4
One alternative
Google Analytics 4Three alternatives
Clicky, Google Analytics 4, MatomoTwo alternatives
Matomo, Plausible AnalyticsDeepSeek V4 FlashHubSpot Marketing HubHubSpot Marketing HubHeldagainst: Adobe Analytics, MixpanelFathom Analytics, Plausible Analyticsagainst: Google Analytics 4Google Analytics 4Google Analytics 4against: Amplitude, Mixpanelagainst: Adobe Analytics, Amplitude, Clicky, Google Analytics 4, IBM Digital Analytics, Mixpanel, Statcounter, Woopra
Four alternatives
Fathom Analytics, Google Analytics 4, Matomo, Plausible AnalyticsThree alternatives
Albacross, Dealfront, Google Analytics 4Four alternatives
Hotjar, Matomo, PostHog, UmamiFive alternatives
Cloudflare Web Analytics, Matomo, Microsoft Clarity, Plausible Analytics, UmamiFour alternatives
Fathom Analytics, Hotjar, Microsoft Clarity, Plausible AnalyticsLlama 4 Maverickno first choiceDealfrontChangedno first choiceGoogle Analytics 4no first choiceagainst: Adobe Analytics, Google Analytics 4
Two alternatives
Clicky, MatomoQwen 3.7 FlashPlausible AnalyticsDealfront, Google Analytics 4ChangedFathom Analytics, Plausible AnalyticsGoogle Analytics 4no first choiceagainst: Adobe Analyticsagainst: Google Analytics 4, Looker Studio, Tableau
Five alternatives
Amplitude, Google Analytics 4, Google Search Console, Hotjar, MixpanelOne alternative
HubSpot Marketing HubTwo alternatives
Cloudflare Web Analytics, Google Analytics 4Two alternatives
Clicky Analytics, Plausible AnalyticsSeven alternatives
Amplitude, Google Analytics 4, Hotjar, Microsoft Clarity, Mixpanel, Plausible Analytics, UmamiKimi K2Google Analytics 4, Plausible AnalyticsGoogle Analytics 4Changedagainst: Plausible AnalyticsPlausible Analytics, PostHogagainst: Amplitude, Google Analytics 4, MixpanelGoogle Analytics 4, Microsoft ClarityFathom, Plausible Analyticsagainst: Adobe Analytics, Amplitude, Google Analytics 4, Heap, Looker, Mixpanel, Tableau
Two alternatives
Mixpanel, PostHogThree alternatives
Dealfront, HubSpot Breeze Intelligence, MatomoTwo alternatives
Cloudflare Web Analytics, Fathom AnalyticsThree alternatives
Hotjar, Matomo, Plausible AnalyticsFive alternatives
Amplitude, Google Analytics 4, Matomo, Mixpanel, PostHogGLM 4.7 FlashXGoogle Analytics 4Dealfront, Google Analytics 4, Lead ForensicsChangedagainst: 6sense, MixpanelFathom Analytics, Plausible AnalyticsPlausible AnalyticsGoogle Analytics 4against: Adobe Analytics, Amplitude, Heap
Five alternatives
Clicky, Dealfront, Fathom, Matomo, Plausible AnalyticsOne alternative
HotjarFour alternatives
Google Analytics 4, Heap, Matomo, MixpanelFour alternatives
Fathom Analytics, Google Analytics 4, Matomo, MonsterInsightsThree alternatives
Clicky, Fathom, MatomoMiniMax M2.5Dealfront, Google Analytics 4Dealfront, Google Analytics 4Heldagainst: ZoomInfoFathom Analytics, Plausible AnalyticsGoogle Analytics 4Plausible Analytics, Simple Analyticsagainst: Adobe Analytics, Google Analytics 4against: Amplitude, Google Analytics 4, Heap, Mixpanel
Two alternatives
Matomo, Plausible AnalyticsThree alternatives
Fathom, HubSpot Marketing Hub, Plausible AnalyticsThree alternatives
Google Analytics 4, Matomo, MixpanelTwo alternatives
Fathom Analytics, Plausible AnalyticsThree alternatives
Amplitude, Matomo Analytics, MixpanelGPT-6 LunaGoogle Analytics 4against: HubSpot Marketing HubGoogle Analytics 4HeldPlausible AnalyticsGoogle Analytics 4against: Matomono first choiceagainst: Adobe Analytics, Amplitude, Google Analytics 4, Microsoft Clarity
One alternative
Plausible AnalyticsTwo alternatives
HubSpot Marketing Hub, Microsoft ClarityFour alternatives
Google Analytics 4, Matomo, Mixpanel, PostHogOne alternative
Plausible AnalyticsFive alternatives
Google Analytics 4, Matomo, Mixpanel, Plausible Analytics, PostHogMuse Glimmer 30BGoogle Analytics 4Dealfront, Google Analytics 4ChangedGoogle Analytics 4, GA4, Plausible AnalyticsGoogle Analytics 4no first choiceagainst: Google Analytics GA4against: Adobe Analytics, Adobe Experience Cloud, Google Analytics 360, Google Analytics 4, Kissmetrics, Matomo, Mixpanel
Five alternatives
Clics, Fathom Analytics, HubSpot Marketing Hub, Matomo, Plausible AnalyticsTwo alternatives
Factors.ai, Google Search ConsoleTwo alternatives
Fathom Analytics, MatomoThree alternatives
Cloudflare Web Analytics, Matomo, Plausible AnalyticsThree alternatives
Fathom, Matomo, Piwik PRO Analytics SuiteBold 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 00:09 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:12 | yes | 3 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:31 | yes | 10 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:17 | yes | 19 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:07 | yes | 24 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:08 | yes | 14 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:48 | yes | 25 | 67 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:26 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:02 | no | 0 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:44 | yes | 10 | 16 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:25 | yes | 23 | 35 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:14 | yes | 14 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:55 | yes | 3 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:48 | yes | 21 | 29 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:48 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:00 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:16 | yes | 9 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:15 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:14 | yes | 24 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:49 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:37 | yes | 25 | 59 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:21 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:52 | yes | 5 | 35 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:51 | yes | 20 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:39 | yes | 20 | 189 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:26 | yes | 5 | 41 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:52 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:51 | yes | 19 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:53 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:01 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:23 | yes | 11 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:11 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:17 | yes | 15 | 6 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:12 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:43 | yes | 24 | 52 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:19 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:55 | yes | 10 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:38 | yes | 15 | 23 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:27 | no | 0 | 45 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:16 | yes | 10 | 13 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:43 | yes | 5 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:36 | yes | 14 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:45 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:17 | yes | 2 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:40 | yes | 16 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:19 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:42 | yes | 14 | 5 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:38 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:52 | yes | 18 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:38 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:37 | yes | 10 | 44 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:09 | yes | 10 | 35 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:22 | yes | 15 | 72 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:15 | yes | 5 | 14 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:23 | yes | 3 | 7 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:17 | yes | 16 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:23 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:36 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:50 | yes | 10 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:08 | yes | 19 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:42 | yes | 14 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:42 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:54 | yes | 23 | 41 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:22 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:16 | no | 0 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:14 | yes | 13 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:17 | yes | 10 | 45 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:41 | yes | 5 | 63 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:57 | yes | 4 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:34 | yes | 15 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:02 | yes | 15 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:59 | yes | 6 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:17 | yes | 13 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:48 | yes | 18 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:23 | yes | 20 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:23 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:27 | yes | 23 | 52 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:57 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:47 | yes | 5 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:12 | yes | 24 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:36 | yes | 24 | 23 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:27 | yes | 22 | 33 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:25 | yes | 4 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:40 | yes | 20 | 30 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
Plausible read as Plausible Analytics
Unresolved, counted raw
AccuRanker
Clicky Analytics
Clics
Google Analytics 4, GA4
Google Analytics GA4
Piwik PRO Analytics Suite
Discontinued, still offered
No shut-down product was recommended here.