Index › GTM › GTM data and infrastructure › Product analytics › Small business · November 2026 Edition
Product analytics for small business buyers
Asked as “product analytics platform”, and as “product analytics tool”, on behalf of a small B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
62%
Clear leader
62PostHog25Mixpanel05Amplitude07others
62% of first choices, clear leader.
Since October 2026▲+12Since October 2026: 50% → 62%, +12 points. Past the 11-point floor: movement.PostHog held the lead, +12 points on 50%, 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.This pageMid-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.Standing →
PostHog62%Clear leader▲+12Since October 2026: 50% → 62%, +12 points. Past the 11-point floor: movement.This pageMid-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.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
01PostHog62%1%73endorsed leader▲+12Since October 2026: 50% → 62%, +12 points. Past the 11-point floor: movement.50% → 62%
PostHog62%1%73endorsed leader▲+12Since October 2026: 50% → 62%, +12 points. Past the 11-point floor: movement.50% → 62%02
Mixpanel25%19%77accepted challenger▼−9Since October 2026: 34% → 25%, −9 points. Inside the 11-point floor: within noise.34% → 25%
Mixpanel25%19%77accepted challenger▼−9Since October 2026: 34% → 25%, −9 points. Inside the 11-point floor: within noise.34% → 25%03Amplitude5%35%68criticized challenger▼−4Since October 2026: 9% → 5%, −4 points. Inside the 11-point floor: within noise.9% → 5%
Amplitude5%35%68criticized challenger▼−4Since October 2026: 9% → 5%, −4 points. Inside the 11-point floor: within noise.9% → 5%04
Google Analytics 4 Lab in the set4%66%29criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Google Analytics 4 Lab in the set4%66%29criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%Show the three products at 0%, ordered by negative rate
06
Pendo0%34%32criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Pendo0%34%32criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%07
LogRocket0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
LogRocket0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%05
Heap0%30%37criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Heap0%30%37criticized 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 two times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
01020304050607Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative80%
Key
01PostHog62%
PostHog62%02Mixpanel25%
Mixpanel25%03Amplitude5%
Amplitude5%04Google Analytics 44%
Google Analytics 44%05Heap0%
Heap0%06Pendo0%
Pendo0%07LogRocket0%
LogRocket0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 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.
Amplitude35%
24 of 68 labels negative · 14 of 14 models · 4 hard negative
“Avoid or be cautious about: Amplitude, Mixpanel, GA4 (as your primary product-analytics tool), Adobe Analytics, FullStory, Contentsquare, LogRocket, Crazy Egg, Smartlook” GLM 4.7 FlashX, negative prompt
Google Analytics 466%
19 of 29 labels negative · 13 of 14 models · 3 hard negative
“One source explicitly advises avoiding GA4 as the primary tool for product analytics” GLM 4.7 FlashX, negative prompt
Mixpanel19%
15 of 77 labels negative · 13 of 14 models · 2 hard negative
“AI models flag Mixpanel with a notable negative share (14% of labels negative; 11 of 14 models flagged it as something to avoid)” GLM 4.7 FlashX, negative prompt
Adobe Analytics100%
8 of 8 labels negative · 8 of 14 models · 7 hard negative
“83% of models recommending against it for small businesses. It's designed for large enterprises and can be overly complex and expensive” 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. 697 links across 153 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 · PostHog45 answers · 72 citations · 12 models
vendor site · Mixpanel37 answers · 42 citations · 11 models
vendor site · Amplitude34 answers · 57 citations · 12 models
31 answers · 38 citations · 11 models
vendor site · LinkedIn30 answers · 31 citations · 10 models
vendor site · Rework27 answers · 32 citations · 8 models
22 answers · 31 citations · 8 models
vendor site · Spotsaas22 answers · 24 citations · 9 models
vendor site · Capterra20 answers · 22 citations · 8 models
vendor site · Userpilot20 answers · 20 citations · 8 models
publisher (Gane)12 answers · 15 citations · 8 models
vendor site · CleverX9 answers · 9 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.
29 answers · 10 models
29 answers · 8 models
22 answers · 7 models
21 answers · 8 models
21 answers · 9 models
19 answers · 7 models
19 answers · 7 models
15 answers · 8 models
12 answers · 8 models
12 answers · 5 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 |
|---|---|---|---|---|---|---|---|---|
| PostHog posthog.com | 62% | 420 | 33,100 | 271 | 25,936 | 120 | ||
| Mixpanel mixpanel.com | 25% | 467 | 12,100 | 458 | 20,284 | $458 | 11 | |
| Amplitude amplitude.com | 5% | 418 | 74,000 | 5,691 | 373,273 | $207 | 27 | 2 |
| Google analytics.google.com Google Analytics 4 4% | 4% | 473 | 9,900 | 348 | ||||
| June june.so | 2% | 13 | 135,000 | 209,401 | 1,167 | |||
| GainsightPX gainsight.com | 2% | 1 | 59,569 | 58 | 9 | |||
| Contentsquare heap.io Heap 0% | 0% | 150 | 40,500 | 11,454 | 16,541 | 32 | 7 | |
| Pendo pendo.io | 0% | 409 | 12,100 | 761 | 19,185 | $3,609 | 93 | |
| Lucky Orange luckyorange.com | 0% | 75 | 1,900 | 70 | 3,021 | $2 | 37 | |
| Matomo matomo.org | 0% | 160 | 1,900 | 87 | 35,015 | 9 |
Google's top ten for the two searches hold 16 sites; 2 of them are among the sites the models cited here (amplitude.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 small B2B company?”Paraphrase“Which product analytics tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top product analytics platforms for a small team and how do they differ?”Budget-constrained“What is the best product analytics platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a product analytics platform. What should we look at?”Negative“Which product analytics platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5GainsightPXAmplitude, MixpanelChangedPostHogAmplitude, Mixpanelno first choiceagainst: Adobe Analytics, Amplitude, Fullstory, Google Analytics 4, Looker, Mixpanel
Three alternatives
Mixpanel, Pendo, PostHogFour alternatives
Heap, Intercom, Pendo, SegmentFour alternatives
Amplitude, Heap, Hotjar, MixpanelThree alternatives
Hotjar, PostHog, Zoho AnalyticsGPT-5.4 miniMixpanelPostHogChangedagainst: HubSpotMixpanelPostHogno first choiceagainst: Amplitude, Contentsquare, Fullstory, Heap, Pendo
Three alternatives
Amplitude, Heap, PostHogOne alternative
MixpanelFour alternatives
Amplitude, Heap, Pendo, PostHogTwo alternatives
Amplitude, MixpanelGemini 3.5 FlashPostHogagainst: AmplitudeJuneChangedPostHogPostHogMixpanel, PostHogagainst: Amplitude, Heapagainst: Amplitude, Fullstory, Google Analytics 4, Heap, LogRocket, Mixpanel, Pendo, Quantum Metric, Scuba Analytics, Snowplow, raw ClickHouse + Grafana
Two alternatives
June, MixpanelTwo alternatives
Mixpanel, PostHogFour alternatives
Amplitude, Heap, June, MixpanelThree alternatives
Amplitude, June, MixpanelPerplexity SonarMixpanelMixpanelHeldMixpanelPostHogagainst: Google Analytics 4no first choiceagainst: Adobe Analytics, Alteryx, Amplitude, Databricks, Google Analytics 4, Heap, LogRocket, Looker, Mixpanel, Pendo, Splunk, Tableau
Four alternatives
Amplitude, Heap, Pendo, PostHogTwo alternatives
Pendo, PostHogFour alternatives
Amplitude, Heap, Pendo, PostHogTwo alternatives
Amplitude, MixpanelGrok 4.20PostHogagainst: PendoMixpanelChangedagainst: Google Analytics 4PostHogagainst: Contentsquare, PendoPostHogagainst: Amplitude, Contentsquare, PendoPostHogagainst: Adobe Analytics, Amplitude, Google Analytics 4against: Amplitude, Gainsight, Heap, Mixpanel, Peel Analytics, Pendo
Three alternatives
Amplitude, Lucky Orange, MixpanelFour alternatives
Amplitude, Heap, Lucky Orange, PendoThree alternatives
Amplitude, Heap, MixpanelThree alternatives
Google Analytics 4, Matomo, MixpanelThree alternatives
Heap, Mixpanel, PendoMistral SmallPostHogno first choiceChangedMixpanel, PostHogagainst: Contentsquare, PendoGoogle Analytics 4no first choiceagainst: Adobe Analytics, Amplitude, Google Analytics 4, Mixpanel
Three alternatives
Lucky Orange, Mixpanel, UserpilotThree alternatives
Amplitude, Lucky Orange, UserpilotFour alternatives
Hotjar, Mixpanel, Pendo, PostHogDeepSeek V4 FlashPostHogagainst: HeapPostHogHeldagainst: Amplitude, HeapMixpanel, PostHogagainst: Amplitude, Google Analytics 4, PendoPostHogagainst: HotjarMixpanel, PostHogagainst: Amplitude, Fullstory, Google Analytics 4, Heap, Mixpanel, Pendo
Two alternatives
Amplitude, MixpanelOne alternative
MixpanelOne alternative
HeapThree alternatives
Amplitude, Google Analytics 4, MixpanelOne alternative
AmplitudeLlama 4 Maverickno first choicePostHogChangedPostHogGoogle Analytics 4no first choiceagainst: Amplitude, Google Analytics 4, Mixpanel
Four alternatives
Amplitude, Lucky Orange, Mixpanel, UsermavenNine alternatives
5-Out, Amplitude, LogRocket, Matomo, Mixpanel, Quantum Metric, Simple Analytics AI, TrendFeedr, Veritone DiscoveryThree alternatives
LogRocket, Mixpanel, PostHogQwen 3.7 FlashPostHogMixpanelChangedPostHogAmplitudePostHogagainst: Google Analytics 4against: Amplitude, Google Analytics 4, Mixpanel
Three alternatives
Amplitude, Heap, MixpanelTwo alternatives
Amplitude, PostHogThree alternatives
Amplitude, Heap, MixpanelFour alternatives
Microsoft Clarity, Mixpanel, PostHog, UsermavenFive alternatives
Amplitude, Heap, Mixpanel, Pendo, WalkMeKimi K2Mixpanel, PostHogagainst: AmplitudePostHogChangedagainst: AmplitudePostHogPostHogagainst: MixpanelMixpanel, PostHogagainst: Amplitude, Google Analytics 4, Heap, Mixpanel, Pendo
Two alternatives
LogRocket, PendoOne alternative
MixpanelThree alternatives
Amplitude, Heap, MixpanelThree alternatives
Amplitude, Countly, Microsoft ClarityOne alternative
AmplitudeGLM 4.7 FlashXPostHogagainst: Lucky OrangePostHogHeldMixpanel, PostHogagainst: Google Analytics 4PostHogagainst: Heapno first choiceagainst: Adobe Analytics, Amplitude, Contentsquare, Crazy Egg, Databricks, Fullstory, Google Analytics 4, LogRocket, Looker, Microsoft Power BI, Mixpanel, Smartlook, Tableau
Three alternatives
Amplitude, Heap, MixpanelOne alternative
HeapThree alternatives
Amplitude, LogRocket, PendoOne alternative
MixpanelMiniMax M2.5Mixpanel, PostHogMixpanelChangedPostHogagainst: Google Analytics 4PostHogPostHogagainst: Amplitude, Mixpanelagainst: Adobe Analytics, Amplitude, Google Analytics 4, Looker, Microsoft Power BI, Mixpanel, Tableau
One alternative
AmplitudeTwo alternatives
Amplitude, PostHogFour alternatives
Amplitude, Heap, Mixpanel, PendoTwo alternatives
Google Analytics 4, MixpanelGPT-6 LunaPostHogPostHogHeldMixpanelPostHogno first choiceagainst: Adobe Analytics, Amplitude, Google Analytics 4, Heap, Mixpanel, PostHog
Two alternatives
Amplitude, MixpanelFour alternatives
Amplitude, Heap, Pendo, PostHogTwo alternatives
Amplitude, MixpanelMuse Glimmer 30BMixpanel, PostHogPostHogChangedagainst: AmplitudePostHogPostHogPostHogagainst: Adobe Analytics, Amplitude, Google Analytics 4, Mixpanel
Three alternatives
Amplitude, Pendo, UserpilotTwo alternatives
Mixpanel, UsermavenThree alternatives
Amplitude, Heap, MixpanelOne alternative
Google Analytics 4Two 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 11:41 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:26 | yes | 4 | 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 10:09 | yes | 13 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:35 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:03 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:05 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:10 | yes | 18 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:54 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:14 | no | 0 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:33 | yes | 10 | 17 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:45 | yes | 19 | 28 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:56 | yes | 5 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:05 | yes | 3 | 10 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:22 | yes | 13 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:35 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:44 | 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 14:50 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:39 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:02 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:54 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:47 | yes | 23 | 31 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:45 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:32 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:23 | yes | 10 | 15 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:40 | yes | 25 | 29 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:21 | no | 0 | 15 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:39 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:28 | yes | 15 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:51 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:06 | yes | 4 | 5 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 16:10 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:22 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:21 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:01 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:10 | yes | 18 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:56 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:48 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:52 | yes | 10 | 46 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:30 | yes | 9 | 27 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:10 | yes | 10 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:17 | yes | 5 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:42 | yes | 15 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:10 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:46 | 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 12:15 | yes | 16 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:11 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:18 | yes | 5 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:58 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:39 | yes | 10 | 14 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:38 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:21 | yes | 5 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:53 | yes | 15 | 30 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:03 | yes | 24 | 29 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:56 | yes | 5 | 17 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:34 | yes | 3 | 8 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:06 | yes | 14 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:50 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:37 | no | 0 | 6 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 08:48 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:45 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:47 | yes | 5 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:55 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:53 | yes | 16 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:38 | yes | 6 | 5 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:56 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:44 | yes | 7 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:58 | yes | 14 | 69 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:33 | yes | 9 | 43 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:10 | yes | 2 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:31 | yes | 13 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:35 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:22 | yes | 3 | 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 09:52 | no | 0 | 13 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:36 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:58 | yes | 10 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:59 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:45 | yes | 25 | 56 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:08 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:46 | yes | 5 | 23 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:42 | yes | 20 | 53 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:48 | yes | 17 | 151 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:00 | yes | 15 | 49 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:09 | yes | 5 | 12 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:37 | yes | 23 | 26 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
Amplitude read as Amplitude
Unresolved, counted raw
5-Out
Palzin Track
Peel Analytics
Scuba Analytics
Simple Analytics AI
raw ClickHouse + Grafana
Discontinued, still offered
No shut-down product was recommended here.