Product analytics
Asked as “product analytics platform”, and as “product analytics tool”, on behalf of a mid-market B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
46%
Clear leader
46Amplitude33PostHog22Mixpanel
46% of first choices, clear leader.
Since October 2026▲+12Since October 2026: 34% → 46%, +12 points. Past the 11-point floor: movement.Amplitude held the lead, +12 points on 34%, past the 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.This pageEnterpriseAmplitude61%Clear leader▲+5Since October 2026: 56% → 61%, +5 points. Inside the 11-point floor: within noise.Standing →
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.This pageEnterpriseAmplitude61%Clear leader▲+5Since October 2026: 56% → 61%, +5 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Amplitude46%13%71endorsed leader▲+12Since October 2026: 34% → 46%, +12 points. Past the 11-point floor: movement.34% → 46%
Amplitude46%13%71endorsed leader▲+12Since October 2026: 34% → 46%, +12 points. Past the 11-point floor: movement.34% → 46%02PostHog33%6%71endorsed leader▲+11Since October 2026: 22% → 33%, +11 points. Inside the 11-point floor: within noise.22% → 33%
PostHog33%6%71endorsed leader▲+11Since October 2026: 22% → 33%, +11 points. Inside the 11-point floor: within noise.22% → 33%03
Mixpanel22%16%75accepted challenger▼−2Since October 2026: 24% → 22%, −2 points. Inside the 11-point floor: within noise.24% → 22%
Mixpanel22%16%75accepted challenger▼−2Since October 2026: 24% → 22%, −2 points. Inside the 11-point floor: within noise.24% → 22%Show the five products at 0%, ordered by negative rate
08
Google Analytics 4 Lab in the set0%67%30criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Google Analytics 4 Lab in the set0%67%30criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%05
Heap0%30%50criticized challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%
Heap0%30%50criticized challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%06
Fullstory0%19%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Fullstory0%19%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%04
Pendo0%14%49accepted challenger▼−10Since October 2026: 10% → 0%, −10 points. Inside the 11-point floor: within noise.10% → 0%
Pendo0%14%49accepted challenger▼−10Since October 2026: 10% → 0%, −10 points. Inside the 11-point floor: within noise.10% → 0%07
Contentsquare0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Contentsquare0%10%10accepted 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.
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 →
0102030405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Amplitude46%
Amplitude46%02PostHog33%
PostHog33%03Mixpanel22%
Mixpanel22%04Pendo0%
Pendo0%05Heap0%
Heap0%06Fullstory0%
Fullstory0%07Contentsquare0%
Contentsquare0%08Google Analytics 40%
Google Analytics 40%What they warned about
Ten of fourteen models held their first choice under the paraphrase. Grok 4.20, Mistral Small, Llama 4 Maverick 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 467%
20 of 30 labels negative · 12 of 14 models · 5 hard negative
“Google Analytics (especially GA4) - Privacy concerns, cookie-dependence, data collection practices” MiniMax M2.5, negative prompt
Mixpanel16%
12 of 75 labels negative · 12 of 14 models · 2 hard negative
“Mixpanel has received significant attention following a data breach in November 2025 that exposed profile information for some API users” MiniMax M2.5, negative prompt
Heap30%
15 of 50 labels negative · 11 of 14 models · 1 hard negative
“Avoid: Heap for mid-market (pricing is custom/enterprise-focused)” Kimi K2, direct prompt
Amplitude13%
9 of 71 labels negative · 9 of 14 models · 1 hard negative
“Why to avoid: Amplitude receives a high share of negative labels (31% in one analysis)” Mistral Small, 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
70 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. 716 links across 192 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 · Amplitude35 answers · 59 citations · 12 models
vendor site · Mixpanel35 answers · 44 citations · 11 models
vendor site · LinkedIn30 answers · 31 citations · 11 models
24 answers · 34 citations · 10 models
vendor site · PostHog23 answers · 45 citations · 9 models
vendor site · Userpilot21 answers · 22 citations · 10 models
16 answers · 24 citations · 8 models
vendor site · Gainsight13 answers · 13 citations · 7 models
publisher (Gane)12 answers · 13 citations · 7 models
vendor site · Capterra11 answers · 18 citations · 6 models
11 answers · 16 citations · 11 models
vendor site · Pendo11 answers · 15 citations · 8 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.
29 answers · 10 models
23 answers · 9 models
18 answers · 9 models
15 answers · 9 models
13 answers · 7 models
11 answers · 11 models
10 answers · 5 models
9 answers · 7 models
9 answers · 7 models
9 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 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 | 46% | 418 | 74,000 | 5,691 | 373,273 | $207 | 27 | 2 |
| PostHog posthog.com | 33% | 420 | 33,100 | 271 | 25,936 | 120 | ||
| Mixpanel mixpanel.com | 22% | 467 | 12,100 | 458 | 20,284 | $458 | 11 | |
| Pendo pendo.io | 0% | 409 | 12,100 | 761 | 19,185 | $3,609 | 93 | |
| Contentsquare heap.io Heap 0% | 0% | 150 | 40,500 | 11,454 | 16,541 | 32 | 7 | |
| June june.so | 0% | 13 | 135,000 | 209,401 | 1,167 | |||
| Fullstory fullstory.com | 0% | 217 | 5,400 | 159 | 141,869 | $348 | 14 | 8 |
| Userpilot userpilot.com | 0% | 247 | 1,600 | 10 | 62,084 | 6 | 3 | |
| Plausible plausible.io | 0% | 14 | 60,500 | 1,143 | 39,368 | |||
| UXCam uxcam.com | 0% | 42 | 320 | 4 | 13,359 | 8 |
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 a mid-market B2B company?”Paraphrase“Which product analytics tool would you recommend to a mid-sized B2B company?”Comparative“What are the top product analytics platforms and how do they differ?”Budget-constrained“What is the best product analytics platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a product analytics platform. What should we look at?”Negative“Which product analytics platforms should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldAmplitude, MixpanelPostHogagainst: Google Analytics 4no first choiceagainst: Amplitude, Google Analytics 4, Heap, LogRocket, Mixpanel, Pendo, PostHog
Five alternatives
Heap, Matomo, Pendo, PostHog, StatsigThree alternatives
Amplitude, Mixpanel, Zoho AnalyticsGPT-5.4 miniAmplitudeAmplitudeHeldagainst: Heapno first choiceagainst: Adobe Analytics, Google Analytics 4PostHogno first choiceagainst: Google Analytics 4, Mixpanel
Three alternatives
Heap, Mixpanel, PendoFive alternatives
Looker, Mixpanel, Pendo, PostHog, TableauSeven alternatives
Amplitude, Contentsquare, Fullstory, Heap, Mixpanel, Pendo, PostHogTwo alternatives
Amplitude, MixpanelGemini 3.5 FlashMixpanelMixpanelHeldAmplitudePostHogno first choiceagainst: Amplitude, Flurry Analytics, Google Analytics 4, Google Universal Analytics, Heap, Keen.io, Kissmetrics, Mixpanel, Woopra
Four alternatives
Amplitude, Heap, Pendo, PostHogThree alternatives
Amplitude, Pendo, PostHogFour alternatives
Heap, Mixpanel, Pendo, PostHogThree alternatives
Amplitude, June, MixpanelFive alternatives
Amplitude, Heap, Mixpanel, Pendo, PostHogPerplexity SonarAmplitudeAmplitudeHeldAmplitudePostHogagainst: Google Analytics 4no first choiceagainst: Amplitude, Fullstory, Google Analytics 4, Heap, LogRocket, Mixpanel, Pendo, PostHog
Three alternatives
June, Mixpanel, PendoFour alternatives
June, Mixpanel, Pendo, PostHogSix alternatives
Fullstory, Heap, LogRocket, Mixpanel, Pendo, PostHogTwo alternatives
Amplitude, MixpanelGrok 4.20Amplitudeagainst: HeapMixpanelChangedagainst: Google Analytics 360, Heapno first choiceagainst: Google Analytics 4PostHogagainst: GrowthBook, ROAARRRAmplitudeagainst: Google Analytics 4against: Amplitude, Fullstory, Google Analytics 4, Heap, Mixpanel, Pendo
Three alternatives
Mixpanel, Pendo, PostHogThree alternatives
Amplitude, Pendo, PostHogSeven alternatives
Amplitude, Fullstory, Heap, Mixpanel, PostHog, Smartlook, UXCamThree alternatives
Amplitude, Google Analytics 4, MixpanelFour alternatives
LogRocket, Mixpanel, Pendo, PostHogMistral SmallAmplitude, Mixpanelno first choiceChangedno first choiceagainst: Google Analytics 4Mixpanel, PostHogno first choiceagainst: Amplitude, Gainsight PX, Google Analytics 4, Heap, Mixpanel, PostHog, Relevance AI, Statsig
Three alternatives
Heap, June, PostHogTwo alternatives
GrowthBook, HotjarDeepSeek V4 FlashAmplitudeAmplitudeHeldagainst: Heapno first choicePostHogno first choiceagainst: Fullstory, Google Analytics 4, Heap, Hotjar, Lucky Orange
Three alternatives
Mixpanel, Pendo, PostHogTwo alternatives
Mixpanel, PendoFour alternatives
Amplitude, Google Analytics 4, Heap, MixpanelLlama 4 MaverickAmplitude, MixpanelAmplitudeChangedno first choicePostHogno first choicenothing named
Three alternatives
Heap, June, PostHogSeven alternatives
Fullstory, Gainsight PX, Heap, Mixpanel, Pendo, PostHog, UserpilotTwo alternatives
Amplitude, MixpanelQwen 3.7 FlashAmplitudeAmplitudeHeldagainst: Pendono first choicePostHogno first choiceagainst: Amplitude, Google Analytics 4, Heap, Mixpanel, PostHog
Four alternatives
June, Mixpanel, Pendo, PostHogThree alternatives
Heap, Mixpanel, PostHogFour alternatives
Amplitude, Heap, Pendo, UXCamThree alternatives
Amplitude, Google Analytics 4, MixpanelKimi K2Mixpanelagainst: Heap, PendoMixpanelHeldAmplitudeAmplitude, PostHogno first choiceagainst: Amplitude, Google Analytics 4, Heap, Mixpanel, Pendo
Two alternatives
Amplitude, PostHogThree alternatives
Amplitude, Pendo, PostHogFour alternatives
Heap, Mixpanel, Pendo, PostHogTwo alternatives
Matomo, MixpanelGLM 4.7 FlashXAmplitudeAmplitudeHeldAmplitudePostHogagainst: Google Analytics 4Amplitudeagainst: Amplitude, Contentsquare, Google Analytics 4, Heap, Mixpanel, Pendo, PowerMyAnalytics
Four alternatives
Heap, Mixpanel, Pendo, PostHogThree alternatives
Heap, Mixpanel, PostHogFour alternatives
Heap, Mixpanel, Pendo, PostHogFive alternatives
Countly, Heap, Hotjar, Mixpanel, TelemetryDeckFour alternatives
Heap, Mixpanel, Pendo, PostHogMiniMax M2.5AmplitudeAmplitude, PostHogChangedno first choicePostHogno first choiceagainst: Facebook, Google Analytics 4, Microsoft, Mixpanel
Three alternatives
Mixpanel, Pendo, PostHogTwo alternatives
Mixpanel, PendoFive alternatives
Amplitude, Heap, Mixpanel, Pendo, PostHogFour alternatives
Amplitude, Hotjar, Mixpanel, UserpilotGPT-6 LunaMixpanelMixpanelHeldAmplitude, MixpanelPostHogno first choiceagainst: Mixpanel
Three alternatives
Amplitude, Pendo, PostHogThree alternatives
Amplitude, Group Analytics, PostHogThree alternatives
Heap, Pendo, PostHogTwo alternatives
Amplitude, StatsigMuse Glimmer 30BAmplitudeAmplitudeHeldAmplitude, MixpanelPostHogagainst: Google Analytics 4no first choiceagainst: Amplitude, Google Analytics 4, Heap, Mixpanel
Three alternatives
Mixpanel, Pendo, PostHogThree alternatives
Mixpanel, Pendo, PostHogFive alternatives
Gainsight PX, Heap, Pendo, PostHog, UserpilotTwo alternatives
Amplitude, MixpanelBold 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 10:49 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:59 | 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 13:07 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:04 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:47 | yes | 14 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:08 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:31 | yes | 22 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:55 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:50 | yes | 5 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:23 | yes | 15 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:39 | yes | 15 | 54 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:40 | yes | 5 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:48 | yes | 5 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:25 | yes | 15 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:27 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:14 | no | 0 | 3 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 11:55 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:27 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:47 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:30 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:07 | yes | 20 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:50 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:14 | no | 0 | 35 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:01 | yes | 20 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:14 | yes | 10 | 16 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:11 | yes | 5 | 47 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:39 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:21 | yes | 14 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:58 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:43 | yes | 3 | 13 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 11:44 | no | 0 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:07 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:49 | yes | 5 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:11 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:53 | yes | 22 | 27 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:45 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:05 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:12 | yes | 14 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:38 | yes | 25 | 130 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:10 | yes | 9 | 31 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:30 | yes | 7 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:57 | yes | 13 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:42 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:12 | yes | 3 | 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 14:06 | yes | 12 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:23 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:54 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:42 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:29 | yes | 19 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:34 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:48 | yes | 5 | 13 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:00 | yes | 20 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:16 | yes | 10 | 27 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:12 | yes | 5 | 20 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:13 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:44 | yes | 15 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:36 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:14 | no | 0 | 5 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 11:23 | no | 0 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:27 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:17 | yes | 8 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:22 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:31 | yes | 25 | 53 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:27 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:35 | yes | 5 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:37 | yes | 8 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:32 | yes | 24 | 154 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:53 | no | 0 | 28 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:47 | yes | 3 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:12 | no | 0 | 1 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:22 | yes | 9 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:55 | 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 10:55 | yes | 5 | 14 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:49 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:57 | yes | 9 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:31 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:35 | yes | 24 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:50 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:13 | yes | 9 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:03 | yes | 24 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:59 | yes | 23 | 40 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:39 | yes | 15 | 28 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:33 | yes | 1 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:48 | yes | 15 | 22 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
Fullview
Group Analytics
Keen.io
Microsoft
PowerMyAnalytics
ROAARRR
Snowflake's Cortex
Discontinued, still offered
No shut-down product was recommended here.