Product analytics for enterprise buyers
Asked as “product analytics platform”, and as “product analytics tool”, on behalf of an enterprise B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
61%
Clear leader
61Amplitude22Mixpanel06GrowthBook11others
61% of first choices, clear leader.
Since October 2026▲+5Since October 2026: 56% → 61%, +5 points. Inside the 11-point floor: within noise.Amplitude held the lead, +5 points on 56%, 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
PostHog62%Clear leader▲+12Since October 2026: 50% → 62%, +12 points. Past the 11-point floor: movement.Standing →Mid-market
Amplitude46%Clear leader▲+12Since October 2026: 34% → 46%, +12 points. Past the 11-point floor: movement.Standing →EnterpriseAmplitude61%Clear leader▲+5Since October 2026: 56% → 61%, +5 points. Inside the 11-point floor: within noise.This page
PostHog62%Clear leader▲+12Since October 2026: 50% → 62%, +12 points. Past the 11-point floor: movement.Standing →Mid-marketAmplitude46%Clear leader▲+12Since October 2026: 34% → 46%, +12 points. Past the 11-point floor: movement.Standing →EnterpriseAmplitude61%Clear leader▲+5Since October 2026: 56% → 61%, +5 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
01Amplitude61%16%76endorsed leader▲+5Since October 2026: 56% → 61%, +5 points. Inside the 11-point floor: within noise.56% → 61%
Amplitude61%16%76endorsed leader▲+5Since October 2026: 56% → 61%, +5 points. Inside the 11-point floor: within noise.56% → 61%02
Mixpanel22%20%75accepted challenger▲+9Since October 2026: 13% → 22%, +9 points. Inside the 11-point floor: within noise.13% → 22%
Mixpanel22%20%75accepted challenger▲+9Since October 2026: 13% → 22%, +9 points. Inside the 11-point floor: within noise.13% → 22%03
Pendo6%8%59accepted challenger▼−12Since October 2026: 18% → 6%, −12 points. Past the 11-point floor: movement.18% → 6%
Pendo6%8%59accepted challenger▼−12Since October 2026: 18% → 6%, −12 points. Past the 11-point floor: movement.18% → 6%04
GrowthBook6%0%13accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%
GrowthBook6%0%13accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%05PostHog4%17%52accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
PostHog4%17%52accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%Show the four products at 0%, ordered by negative rate
09
Google Analytics 4 Lab in the set0%93%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Google Analytics 4 Lab in the set0%93%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Heap0%35%37criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Heap0%35%37criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Fullstory0%12%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Fullstory0%12%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Contentsquare0%5%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Contentsquare0%5%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 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 zero times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
010203040506070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative80%
Key
01Amplitude61%
Amplitude61%02Mixpanel22%
Mixpanel22%03Pendo6%
Pendo6%04GrowthBook6%
GrowthBook6%05PostHog4%
PostHog4%06Contentsquare0%
Contentsquare0%07Fullstory0%
Fullstory0%08Heap0%
Heap0%09Google Analytics 40%
Google Analytics 40%What they warned about
Eleven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Mistral Small 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.
Google Analytics 493%
13 of 14 labels negative · 11 of 14 models · 8 hard negative
“Why to avoid: While GA4 is ubiquitous in marketing departments, using free GA4 as a product analytics platform for enterprise web/mobile applications leads to severe friction.” Gemini 3.5 Flash, negative prompt
Mixpanel20%
15 of 75 labels negative · 11 of 14 models · 3 hard negative
“Avoid standard event-based pricing (like Mixpanel's per-event model) for large-scale deployments” Kimi K2, budget prompt
Heap35%
13 of 37 labels negative · 10 of 14 models · 6 hard negative
“Platforms to Be Cautious About or Potentially Avoid ... Heap ... often leads to noisy, untrustworthy data at enterprise scale” Grok 4.20, negative prompt
Amplitude16%
12 of 76 labels negative · 10 of 14 models
“Watch out: MTU-based pricing can be expensive for products with many low-engagement users." ... "Mixpanel and Amplitude become unaffordable at scale.” Muse Glimmer 30B, 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
71 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 846 links across 237 sites, every framing counted. Ranked by the number of answers carrying the site or page. 39 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 · Mixpanel38 answers · 43 citations · 12 models
vendor site · Amplitude37 answers · 79 citations · 11 models
vendor site · GrowthBook37 answers · 42 citations · 10 models
29 answers · 43 citations · 10 models
vendor site · Pendo24 answers · 33 citations · 11 models
vendor site · LinkedIn23 answers · 23 citations · 9 models
vendor site · Userpilot21 answers · 24 citations · 12 models
vendor site · PostHog17 answers · 33 citations · 8 models
vendor site · Capterra17 answers · 21 citations · 9 models
publisher (Gane)15 answers · 16 citations · 7 models
vendor site · Gainsight13 answers · 13 citations · 8 models
10 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.
33 answers · 10 models
23 answers · 10 models
21 answers · 9 models
20 answers · 8 models
16 answers · 9 models
16 answers · 11 models
15 answers · 7 models
13 answers · 8 models
13 answers · 7 models
11 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 product analytics platform”, “product 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Amplitude amplitude.com | 61% | 418 | 74,000 | 5,691 | 373,273 | $207 | 27 | 2 |
| Mixpanel mixpanel.com | 22% | 467 | 12,100 | 458 | 20,284 | $458 | 11 | |
| Pendo pendo.io | 6% | 409 | 12,100 | 761 | 19,185 | $3,609 | 93 | |
| GrowthBook growthbook.io | 6% | 87 | 2,900 | 14 | 26,646 | 26 | ||
| PostHog posthog.com | 4% | 420 | 33,100 | 271 | 25,936 | 120 | ||
| Adobe parent site Adobe Analytics 2%, Adobe Analytics / Customer Journey Analytics 0%, Adobe Customer Journey Analytics 0% | 2% | 198 | 1,220,000 | 117,563 | ||||
| Contentsquare contentsquare.com | 0% | 184 | 2,900 | 101 | 149,925 | 86 | ||
| Fullstory fullstory.com | 0% | 217 | 5,400 | 159 | 141,869 | $348 | 14 | 8 |
| Gainsight PX gainsight.com | 0% | 27 | 260 | 4 | 59,569 | 58 | 9 | |
| Countly countly.com | 0% | 14 |
Google's top ten for the two searches hold 16 sites; 3 of them are among the sites the models cited here (amplitude.com, gainsight.com, userpilot.com). The first result for “best product analytics platform” is domo.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 product analytics platform for an enterprise B2B company?”Paraphrase“Which product analytics tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade product analytics platforms and how do they differ?”Budget-constrained“What is the best product 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 product analytics platform. What should we look at?”Negative“Which product analytics platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceAmplitude, MixpanelChangedAmplitudeAmplitudeno first choiceagainst: Adobe Analytics, Amplitude, Google Analytics 4, Heap, Mixpanel
One alternative
PendoFour alternatives
Mixpanel, Pendo, PostHog, Quantum MetricTwo alternatives
Mixpanel, UserpilotGPT-5.4 miniAmplitudeAmplitudeHeldAmplitudeAmplitudeno first choiceagainst: Mixpanel, PostHog
Three alternatives
Heap, Mixpanel, PendoThree alternatives
Mixpanel, Pendo, PostHogSeven alternatives
Adobe Analytics, Contentsquare, Fullstory, Heap, Mixpanel, Pendo, PostHogTwo alternatives
Mixpanel, PostHogGemini 3.5 FlashPendoPendoHeldAmplitudeMixpanelagainst: Amplitude, Heap, PendoAmplitudeagainst: Countly, Google Analytics 4, June, Looker, Matomo, PowerBI, Tableau, TelemetryDeck, Usermaven
Three alternatives
Amplitude, Mixpanel, PostHogTwo alternatives
Amplitude, MixpanelFour alternatives
Contentsquare, Mixpanel, Pendo, PostHogThree alternatives
Kubit, PostHog, StatsigThree alternatives
Mixpanel, Pendo, PostHogPerplexity SonarAmplitudeAmplitudeHeldAmplitude, MixpanelAmplitudeno first choiceagainst: Adobe Analytics, Google Analytics 4, Heap, June, Matomo, PostHog, Userpilot
Five alternatives
Countly, Gainsight PX, Mixpanel, Pendo, PostHogTwo alternatives
Mixpanel, PendoSix alternatives
Adobe Analytics, Contentsquare, Fullstory, Heap, Pendo, PostHogOne alternative
MixpanelGrok 4.20Amplitudeagainst: Google Analytics 360, MixpanelAmplitudeHeldagainst: Google Analytics 4AmplitudeAdobe AnalyticsAmplitude, Mixpanelagainst: Heapagainst: Amplitude, Google Analytics 4, Heap, LiveSession, Mixpanel, Pendo, PostHog, Userpilot
Four alternatives
Contentsquare, Glassbox, Pendo, PostHogFive alternatives
Contentsquare, Glassbox, Mixpanel, Pendo, PostHogSix alternatives
Contentsquare, Fullstory, Heap, Mixpanel, Pendo, PostHogFive alternatives
Amplitude, Heap, Mixpanel, Pendo, PostHogTwo alternatives
Pendo, PostHogMistral SmallAmplitude, Mixpanelno first choiceChangedagainst: Google Analytics 4AmplitudeMixpanelagainst: Contentsquare, Countly, Fullstory, Quantum Metricno first choiceagainst: Amplitude, Heap, Mixpanel, Nexthink, Pendo, Segment
Four alternatives
Countly, GrowthBook, Pendo, Piwik PRONine alternatives
Contentsquare, Countly, Fullstory, Gainsight PX, Heap, Mixpanel, Pendo, Piwik PRO, PostHogOne alternative
AmplitudeDeepSeek V4 FlashAmplitudeAmplitudeHeldagainst: HeapAmplitudePostHogagainst: Mixpanel, PendoAmplitude, Mixpanelagainst: PostHogagainst: Amplitude, Google Analytics 4, Heap, Mixpanel, Pendo, PostHog
Four alternatives
Gainsight PX, Mixpanel, Pendo, PostHogThree alternatives
Mixpanel, Pendo, PostHogSeven alternatives
Contentsquare, Fullstory, Heap, Mixpanel, Pendo, PostHog, Quantum MetricOne alternative
AmplitudeOne alternative
PendoLlama 4 MaverickAmplitudeAmplitudeHeldno first choiceAmplitude, Mixpanelno first choiceagainst: Amplitude, Google Analytics 4, Heap, Mixpanel
Seven alternatives
Fullstory, Gainsight PX, Heap, Mixpanel, Pendo, PostHog, UserpilotQwen 3.7 FlashAmplitudeAmplitudeHeldAmplitudeAmplitude, Mixpanelno first choiceagainst: Amplitude, Google Analytics 4, Mixpanel
Four alternatives
Heap, Mixpanel, Pendo, PostHogOne alternative
PendoFive alternatives
Fullstory, Heap, Mixpanel, Pendo, SnowplowOne alternative
GrowthBookKimi K2AmplitudeAmplitudeHeldAmplitudeGrowthBookagainst: Amplitude, Mixpanelno first choiceagainst: Amplitude, Google Analytics 4, Heap, Mixpanel
Two alternatives
Mixpanel, PendoOne alternative
PendoSix alternatives
Adobe Analytics, Heap, Mixpanel, Pendo, PostHog, SnowplowOne alternative
PendoGLM 4.7 FlashXAmplitudeAmplitudeHeldno first choiceGrowthBookagainst: Heap, Mixpanelno first choiceagainst: Amplitude, Google Analytics 4, Heap, Mixpanel, PostHog
Four alternatives
Contentsquare, Mixpanel, Pendo, PostHogTwo alternatives
Contentsquare, PendoTen alternatives
Amplitude, Contentsquare, Countly, Fullstory, Glassbox, Heap, Mixpanel, Pendo, Piwik PRO, PostHogOne alternative
AmplitudeMiniMax M2.5Amplitude, PendoAmplitude, MixpanelChangedAmplitudeagainst: Google Analytics 360GrowthBook, PostHogno first choicenothing named
Four alternatives
Contentsquare, Countly, Mixpanel, PostHogTwo alternatives
Pendo, PostHogSeven alternatives
Adobe Analytics / Customer Journey Analytics, Contentsquare, Fullstory, Heap, Mixpanel, Pendo, PostHogOne alternative
PendoGPT-6 LunaAmplitudeAmplitudeHeldAmplitude, MixpanelMixpanelagainst: PostHogAmplitude, Mixpanelagainst: PostHogagainst: Amplitude Session Replay, Fullstory, Google Analytics 4, Mixpanel, PostHog
Three alternatives
Mixpanel, Pendo, PostHogTwo alternatives
Mixpanel, PendoFour alternatives
Adobe Customer Journey Analytics, Contentsquare Product Analytics, Pendo, PostHogOne alternative
AmplitudeTwo alternatives
Heap, PendoMuse Glimmer 30BAmplitudeAmplitudeHeldAmplitude, MixpanelMixpanelagainst: Amplitudeno first choiceagainst: Amplitude, Heap, Mixpanel
Two alternatives
Mixpanel, PendoTwo alternatives
Mixpanel, PendoSix alternatives
Contentsquare, Fullstory, Heap, Pendo, PostHog, Quantum MetricFour alternatives
Countly, Holistics, OpenPanel, PostHogBold 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 11:05 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:25 | yes | 2 | 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 11:24 | yes | 8 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:41 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:37 | yes | 5 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:16 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:10 | yes | 23 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:07 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:58 | yes | 5 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:07 | yes | 19 | 47 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:13 | yes | 25 | 123 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:19 | yes | 5 | 35 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:09 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:02 | yes | 11 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:24 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:51 | yes | 5 | 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 11:07 | no | 0 | 12 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:36 | yes | 10 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:05 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:05 | no | 0 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:05 | yes | 24 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:18 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:18 | yes | 14 | 59 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:54 | yes | 18 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:42 | yes | 19 | 133 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:58 | yes | 5 | 20 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:43 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:50 | yes | 11 | 13 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:36 | yes | 18 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:54 | yes | 9 | 10 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 17:13 | no | 0 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:36 | yes | 10 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:28 | yes | 5 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:41 | yes | 5 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:22 | yes | 23 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:57 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:47 | no | 0 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:37 | yes | 17 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:46 | yes | 23 | 71 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:35 | yes | 8 | 54 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:39 | yes | 6 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:17 | yes | 14 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:56 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:07 | yes | 5 | 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 15:10 | yes | 9 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:04 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:42 | yes | 24 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:21 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:20 | yes | 25 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:27 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:01 | yes | 5 | 47 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:40 | yes | 22 | 78 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:41 | yes | 19 | 16 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:35 | yes | 24 | 82 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:55 | yes | 3 | 20 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:48 | yes | 15 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:03 | yes | 19 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:15 | no | 0 | 9 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 13:43 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:32 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:31 | yes | 9 | 18 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:05 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:03 | yes | 24 | 71 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:49 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:39 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:54 | yes | 10 | 66 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:17 | yes | 14 | 107 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:52 | no | 0 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:35 | yes | 4 | 30 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:54 | yes | 15 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:40 | yes | 16 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:38 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:46 | no | 0 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:43 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:05 | yes | 14 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:59 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:16 | yes | 25 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:40 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:51 | yes | 14 | 46 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:34 | yes | 25 | 79 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:34 | yes | 23 | 51 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:47 | no | 0 | 42 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:03 | yes | 4 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:52 | yes | 12 | 24 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
Adobe read as Adobe Analytics
Amplitude read as Amplitude
Unresolved, counted raw
Contentsquare Product Analytics
Dataroid
Kubecost
Rittman Analytics
Discontinued, still offered
No shut-down product was recommended here.