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 November 2026 Edition.
Standing · first-choice share
57%
Clear leader
57Google Analytics 415Plausible Analytics07Fathom21others
57% of first choices, clear leader.
Since October 2026▲+5Since October 2026: 52% → 57%, +5 points. Inside the 11-point floor: within noise.Google Analytics 4 held the lead, +5 points on 52%, 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.This pageMid-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.Standing →
Google Analytics 457%Clear leader▲+5Since October 2026: 52% → 57%, +5 points. Inside the 11-point floor: within noise.This pageMid-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.Standing →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 rateLabelsQuadrantSince October 2026
01Google Analytics 4 Lab in the set57%23%78endorsed leader▲+5Since October 2026: 52% → 57%, +5 points. Inside the 11-point floor: within noise.52% → 57%
Google Analytics 4 Lab in the set57%23%78endorsed leader▲+5Since October 2026: 52% → 57%, +5 points. Inside the 11-point floor: within noise.52% → 57%02
Plausible Analytics15%2%64accepted challenger▼−1Since October 2026: 16% → 15%, −1 point. Inside the 11-point floor: within noise.16% → 15%
Plausible Analytics15%2%64accepted challenger▼−1Since October 2026: 16% → 15%, −1 point. Inside the 11-point floor: within noise.16% → 15%03
Fathom7%0%22accepted challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise.2% → 7%
Fathom7%0%22accepted challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise.2% → 7%04
PostHog5%12%25accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%
PostHog5%12%25accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%05
Dealfront5%0%14accepted challenger▼−8Since October 2026: 13% → 5%, −8 points. Inside the 11-point floor: within noise.13% → 5%
Dealfront5%0%14accepted challenger▼−8Since October 2026: 13% → 5%, −8 points. Inside the 11-point floor: within noise.13% → 5%06
Microsoft Clarity3%0%24accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%
Microsoft Clarity3%0%24accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%07
Fathom Analytics2%0%22accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Fathom Analytics2%0%22accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%08
HubSpot Marketing Hub2%27%15criticized challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
HubSpot Marketing Hub2%27%15criticized challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%Show the six products at 0%, ordered by negative rate
14Adobe Analytics0%90%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Adobe Analytics0%90%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Amplitude0%44%25criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Amplitude0%44%25criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Mixpanel0%42%33criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Mixpanel0%42%33criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Heap0%40%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Heap0%40%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Hotjar0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Hotjar0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Matomo0%4%50accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Matomo0%4%50accepted 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 zero times of 4; the other thirteen models thirty-five 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 small business.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 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. Five products carry a negative rate above 25% in this category.
What they warned about
Eight of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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 Analytics90%
18 of 20 labels negative · 14 of 14 models · 12 hard negative
“Adobe Analytics and similar enterprise suites: Often have opaque or enterprise-level pricing, require significant implementation work, and can be excessive for a small site” Perplexity Sonar, negative prompt
Google Analytics 423%
18 of 78 labels negative · 12 of 14 models · 4 hard negative
“Avoid GA4 unless you specifically need Google Ads integration — the complexity cost is high for small teams.” Muse Glimmer 30B, negative prompt
Mixpanel42%
14 of 33 labels negative · 11 of 14 models · 2 hard negative
“Mixpanel is often criticized for its complexity and is primarily targeted at larger organizations” Mistral Small, negative prompt
Amplitude44%
11 of 25 labels negative · 8 of 14 models · 4 hard negative
“Enterprise "product analytics" platforms (Amplitude, Heap, Mixpanel at enterprise tiers) ... overkill for most small businesses” DeepSeek V4 Flash, 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
68 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. 700 links across 214 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 · Spotsaas30 answers · 33 citations · 10 models
vendor site · LinkedIn22 answers · 23 citations · 9 models
19 answers · 33 citations · 8 models
vendor site · Plausible Analytics19 answers · 28 citations · 10 models
vendor site · Usermaven18 answers · 22 citations · 9 models
vendor site · Crazy Egg17 answers · 18 citations · 10 models
16 answers · 19 citations · 6 models
publisher (Gane)15 answers · 16 citations · 6 models
vendor site · Matomo14 answers · 28 citations · 8 models
vendor site · Software Advice14 answers · 14 citations · 7 models
vendor site · Amplitude11 answers · 13 citations · 7 models
vendor site · GetApp11 answers · 12 citations · 6 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.
22 answers · 9 models
20 answers · 9 models
17 answers · 10 models
15 answers · 6 models
12 answers · 7 models
12 answers · 7 models
12 answers · 6 models
11 answers · 8 models
10 answers · 5 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 | Google ads, last 30 days |
|---|---|---|---|---|---|---|
| Google analytics.google.com Google Analytics 4 57% | 57% | 473 | 9,900 | 348 | ||
| Plausible Analytics plausible.io | 15% | 114 | 1,900 | 33 | 39,368 | |
| Fathom fathom.ai | 7% | 169 | 90,500 | 6,657 | 44,771 | 24 |
| PostHog posthog.com | 5% | 420 | 33,100 | 271 | 25,936 | 120 |
| Dealfront leadfeeder.com | 5% | 170 | 590 | 9 | 18,447 | 3 |
| Microsoft clarity.microsoft.com Microsoft Clarity 3% | 3% | 219 | 2,240,000 | 403,136 | 44,297 | |
| Umami umami.is Umami 2%, Umami Analytics 2% | 3% | 23 | 165,000 | 6,917 | ||
| Fathom Analytics fathom.video | 2% | 31 | 880 | 7 | 5,904 | 0 |
| HubSpot parent site HubSpot Marketing Hub 2% | 2% | 991 | 368,000 | 9,776 | ||
| Snitcher snitcher.com | 2% | 6 |
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 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 4Heldno first choiceagainst: Google Analytics 4Google Analytics 4no first choiceagainst: Adobe Analytics, Alteryx, Google Analytics 4
Two alternatives
Amplitude, HotjarThree alternatives
Hotjar, Microsoft Clarity, MixpanelSix alternatives
Amplitude, Fathom Analytics, Fullstory, Matomo, Microsoft Clarity, Plausible AnalyticsFour alternatives
Clicky Analytics, Microsoft Clarity, Plausible Analytics, SelineGPT-5.4 miniPlausible AnalyticsGoogle Analytics 4ChangedFathom, Plausible AnalyticsGoogle Analytics 4, Umamiagainst: Matomono first choiceagainst: Adobe Analytics, Amplitude, Contentsquare, Google Analytics 360, Mixpanel, Piwik PRO Enterprise
Two alternatives
Google Analytics 4, MatomoThree alternatives
Fathom, HubSpot Marketing Hub, Plausible AnalyticsTwo alternatives
Google Analytics 4, MatomoOne alternative
Plausible AnalyticsGemini 3.5 FlashHubSpot Marketing Hub, PostHogDealfront, SnitcherChangedFathom Analytics, Plausible Analyticsagainst: Google Analytics 4Umami AnalyticsFathom, Plausible Analyticsagainst: Google Analytics 4against: Adobe Analytics, Amplitude, Fullstory, Google Analytics 4, Heap, Hotjar, Lucky Orange, Mixpanel
Four alternatives
Dealfront, Google Analytics 4, Koala, Plausible AnalyticsFour alternatives
Fathom, Google Analytics 4, HubSpot Marketing Hub, Plausible AnalyticsThree alternatives
Microsoft Clarity, Mixpanel, PostHogFour alternatives
Google Analytics 4, Microsoft Clarity, Plausible Analytics, PostHogThree alternatives
Mixpanel, Piwik PRO Analytics Suite, PostHogPerplexity SonarGoogle Analytics 4Google Analytics 4HeldGoogle Analytics 4Google Analytics 4no first choiceagainst: Adobe Analytics, Amplitude, Google Analytics 4, Heap, Mixpanel, PostHog
Seven alternatives
Amplitude, Dealfront, Matomo, Microsoft Clarity, Plausible Analytics, PostHog, SelineThree alternatives
Google Search Console, Microsoft Clarity, SalespanelSix alternatives
Amplitude, Fathom, Matomo, Mixpanel, Plausible Analytics, PostHogFour alternatives
Amplitude, Matomo, PostHog, SelineGrok 4.20PostHogagainst: Amplitude, Google Analytics 4, MixpanelGoogle Analytics 4ChangedFathom Analytics, Google Analytics 4, Plausible Analyticsagainst: Adobe AnalyticsGoogle Analytics 4Google Analytics 4against: Adobe Analytics, Fullstoryagainst: Adobe Analytics, Google Analytics 4, Hotjar, HubSpot Marketing Hub, IBM, Mixpanel, Oracle
Three alternatives
Fathom Analytics, Matomo, Plausible AnalyticsFour alternatives
Matomo, Microsoft Clarity, Semrush Traffic Analytics, SimilarwebThree alternatives
Hotjar, Matomo, MixpanelFour alternatives
Crazy Egg, Fathom Analytics, Matomo, Plausible AnalyticsFive alternatives
Amplitude, Crazy Egg, Hotjar, Matomo, MixpanelMistral SmallGoogle Analytics 4Google Analytics 4HeldFathom Analytics, Plausible AnalyticsGoogle Analytics 4no first choiceagainst: Adobe Analytics, Amplitude, Google Analytics 4, Mixpanel
Three alternatives
Clics, Lucky Orange, Plausible AnalyticsThree alternatives
Matomo, Microsoft Clarity, Plausible AnalyticsFive alternatives
Amplitude, Google Analytics 4, Matomo, Mixpanel, PostHogTwo alternatives
Amplitude, MixpanelDeepSeek V4 FlashGoogle Analytics 4Google Analytics 4Heldagainst: Adobe Analytics, Amplitude, SimilarwebGoogle Analytics 4, Plausible Analyticsagainst: Amplitude, MixpanelGoogle Analytics 4Fathom, Google Analytics 4, Plausible Analyticsagainst: Adobe, Amplitude, Contentsquare, Mixpanel, PostHogagainst: Adobe Analytics, Amplitude, Fullstory, Google Analytics 360, Google Analytics 4, Heap, Mixpanel
Four alternatives
Dealfront, Fathom Analytics, Matomo, Plausible AnalyticsThree alternatives
Google Search Console, HubSpot Marketing Hub, Microsoft ClarityThree alternatives
Fathom Analytics, Matomo, PostHogTwo alternatives
Matomo, Plausible AnalyticsOne alternative
MatomoLlama 4 MaverickGoogle Analytics 4Google Analytics 4HeldGoogle Analytics 4Google Analytics 4no first choiceagainst: Adobe Analytics, AgencyAnalytics, Google Analytics 4, HubSpot Marketing Hub, Looker Studio, Mixpanel, Semrush, Supermetrics
Five alternatives
Clics, Dealfront, Matomo, Plausible Analytics, PostHogTwo alternatives
CleverTap, MatomoQwen 3.7 FlashGoogle Analytics 4Google Analytics 4HeldGoogle Analytics 4Google Analytics 4, Plausible AnalyticsFathom, Plausible Analyticsagainst: Adobe Analyticsagainst: Adobe Analytics, Amplitude, Google Analytics 360, Google Analytics 4, Heap, Matomo, Mixpanel, PostHog
Four alternatives
Amplitude, HubSpot Marketing Hub, Mixpanel, Plausible AnalyticsTwo alternatives
Microsoft Clarity, Plausible AnalyticsFive alternatives
Fathom Analytics, Microsoft Clarity, Mixpanel, Plausible Analytics, PostHogTwo alternatives
Matomo, Microsoft ClarityTwo alternatives
Google Analytics 4, MatomoKimi K2PostHogDealfrontChangedMixpanel, Plausible Analyticsagainst: Google Analytics 4Google Analytics 4, Microsoft ClarityFathom, Plausible Analyticsagainst: Google Analytics 4against: Adobe Analytics, Google Analytics 4, Yandex Metrica
Two alternatives
Google Analytics 4, Plausible AnalyticsThree alternatives
Fathom Analytics, Google Analytics 4, Plausible AnalyticsFive alternatives
Amplitude, Fathom, Matomo, PostHog, Simple AnalyticsTwo alternatives
Matomo, Plausible AnalyticsThree alternatives
Heap, Matomo Cloud, MixpanelGLM 4.7 FlashXFathom Analytics, Google Analytics 4, Plausible Analyticsagainst: 6sense, DemandbaseGoogle Analytics 4ChangedGoogle Analytics 4Google Analytics 4Plausible Analyticsagainst: Adobe Analytics, BigQuery, Google Analytics 360, Google Analytics 4, HubSpot Marketing Hub, Mixpanel, Snowflake
Four alternatives
HubSpot Marketing Hub, Matomo, PostHog, UsermavenFive alternatives
Clicky, Dealfront, HubSpot Marketing Hub, Lucky Orange, MatomoFour alternatives
Fathom Analytics, Matomo, Plausible Analytics, PostHogFour alternatives
Fathom Analytics, Matomo, Microsoft Clarity, Plausible AnalyticsSeven alternatives
Amplitude, Fathom, Google Analytics 4, Heap, Matomo, Simple Analytics, UmamiMiniMax M2.5Plausible AnalyticsDealfrontChangedGoogle Analytics 4against: Crazy EggMicrosoft Clarityagainst: Crazy Eggno first choiceagainst: Adobe Analytics, Google Analytics 360
Four alternatives
Fathom Analytics, Google Analytics 4, Matomo, PostHogOne alternative
Google Analytics 4Two alternatives
Fathom Analytics, Plausible AnalyticsTwo alternatives
Google Analytics 4, Plausible AnalyticsGPT-6 LunaGoogle Analytics 4against: Plausible AnalyticsGoogle Analytics 4HeldFathom, Plausible AnalyticsGoogle Analytics 4no first choiceagainst: Adobe Analytics, Amplitude, Google Analytics 4, Mixpanel
Two alternatives
HubSpot Marketing Hub, MixpanelOne alternative
MatomoFive alternatives
Amplitude, Google Analytics 4, Matomo, Mixpanel, PostHogTwo alternatives
Cloudflare Web Analytics, Plausible AnalyticsMuse Glimmer 30BGoogle Analytics 4Google Analytics 4HeldGoogle Analytics 4Google Analytics 4Google Analytics 4against: Adobe Analytics, Google Analytics 360, Google Analytics 4, HubSpot Marketing Hub, Mixpanel
Six alternatives
Dealfront, Fathom Analytics, Matomo, Mixpanel, Plausible Analytics, UsermavenTwo alternatives
Dealfront, Plausible AnalyticsThree alternatives
Fathom Analytics, Matomo, Plausible AnalyticsThree alternatives
Fathom, Matomo, Plausible AnalyticsFour alternatives
Fathom, Matomo, Plausible Analytics, Simple 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 15:17 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:48 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:57 | no | 0 | 14 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:27 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:56 | yes | 9 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:48 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:35 | yes | 20 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:59 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:16 | yes | 5 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:52 | yes | 15 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:06 | yes | 10 | 31 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:00 | yes | 15 | 39 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:39 | yes | 4 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:16 | yes | 14 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:50 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:37 | no | 0 | 2 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 16:30 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:56 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:30 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:46 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:34 | yes | 15 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:31 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:23 | yes | 5 | 16 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:55 | yes | 20 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:16 | yes | 15 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:14 | yes | 19 | 35 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:08 | yes | 2 | 8 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:15 | yes | 14 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:33 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:29 | yes | 6 | 8 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 13:47 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 16:20 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:14 | yes | 5 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:51 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:15 | yes | 24 | 40 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:34 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:23 | yes | 5 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:45 | yes | 15 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:32 | yes | 16 | 22 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:19 | yes | 5 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:45 | yes | 7 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:51 | yes | 15 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:41 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:43 | yes | 2 | 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 15:04 | yes | 12 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:16 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:55 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:39 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:25 | yes | 25 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:26 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:27 | no | 0 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:38 | yes | 9 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:14 | no | 0 | 35 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:52 | yes | 5 | 18 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:22 | yes | 3 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:12 | yes | 15 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:56 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:52 | 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 15:11 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 17:23 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:03 | yes | 5 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:33 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:16 | yes | 20 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:48 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:03 | yes | 10 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:45 | yes | 15 | 84 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:43 | yes | 15 | 74 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:31 | no | 0 | 72 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:40 | yes | 4 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:23 | yes | 14 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:27 | yes | 19 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:41 | no | 0 | 4 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 16:12 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:16 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:36 | yes | 5 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:17 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:11 | yes | 23 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:34 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:40 | yes | 10 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:23 | yes | 24 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:31 | yes | 19 | 139 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:08 | no | 0 | 21 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:49 | yes | 5 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:25 | yes | 14 | 25 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 (Marketing Hub Starter) read as HubSpot Marketing Hub
HubSpot Analytics read as HubSpot Marketing Hub
HubSpot’s Marketing Hub read as HubSpot Marketing Hub
Piwik PRO read as Piwik PRO Analytics Suite
Plausible read as Plausible Analytics
Unresolved, counted raw
Adobe
Clicky Analytics
Matomo Cloud
Oracle
Piwik PRO Enterprise
SimpleAnalytics
Squarespace Analytics
Umami Analytics
Discontinued, still offered
No shut-down product was recommended here.