Product analytics
Asked as “product analytics platform”, and as “product analytics tool”, on behalf of a mid-market B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
32%
Contested · Mixpanel 28%
32Amplitude28Mixpanel21PostHog19others
38% of first choices, but two endorsed leaders sit here: Mixpanel is four points behind on share and eleven points cleaner on negatives.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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 eleven models one time of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
All fifteen head-to-head pages: the top six products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Amplitude32%
Amplitude32%02Mixpanel28%
Mixpanel28%03PostHog21%
PostHog21%04Pendo11%
Pendo11%05LogRocket2%
LogRocket2%06Google Analytics 42%
Google Analytics 42%07Fullstory0%
Fullstory0%08Heap0%
Heap0%What they warned about
Five of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash and Kimi K2 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.
Amplitude21%
13 of 63 labels negative · 11 of 12 models · 1 hard negative
“Consistently rated as the most expensive option at scale... A poor fit for cost-sensitive teams” Kimi K2, negative prompt
Heap37%
15 of 41 labels negative · 10 of 12 models · 4 hard negative
“here are the product analytics platforms you should be cautious about or avoid:... Heap (by Contentsquare) - Data inaccuracy” GLM 4.7 FlashX, negative prompt
Google Analytics 461%
14 of 23 labels negative · 9 of 12 models · 8 hard negative
“Avoid GA4 for EU-based products or if you need product-level insights (it's marketing-focused)” MiniMax M2.5, negative prompt
Mixpanel17%
10 of 60 labels negative · 9 of 12 models · 3 hard negative
“Highest Caution: Mixpanel ... When to avoid: If handling sensitive user data or EU users” Grok 4.20, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
19 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 267 links across 107 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
14 answers · 15 citations · 3 models
vendor site · Amplitude12 answers · 17 citations · 4 models
vendor site · Userpilot12 answers · 13 citations · 3 models
11 answers · 11 citations · 3 models
vendor site · Gainsight9 answers · 9 citations · 3 models
vendor site · Mixpanel7 answers · 9 citations · 3 models
vendor site · Pendo7 answers · 8 citations · 3 models
vendor site · Contentsquare7 answers · 7 citations · 3 models
vendor site · Cotera5 answers · 5 citations · 2 models
5 answers · 5 citations · 2 models
vendor site · Fullstory5 answers · 5 citations · 2 models
5 answers · 5 citations · 2 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.
14 answers · 3 models
11 answers · 3 models
10 answers · 4 models
9 answers · 3 models
9 answers · 3 models
7 answers · 3 models
6 answers · 3 models
5 answers · 2 models
5 answers · 2 models
4 answers · 2 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 | 32% | 418 | 74,000 | 5,691 | 373,273 | $207 | 27 | 2 |
| Mixpanel mixpanel.com | 28% | 467 | 12,100 | 458 | 20,284 | $458 | 11 | |
| PostHog posthog.com | 21% | 420 | 33,100 | 271 | 25,936 | 120 | ||
| Pendo pendo.io | 11% | 409 | 12,100 | 761 | 19,185 | $3,609 | 93 | |
| LogRocket logrocket.com | 2% | 120 | 3,600 | 83 | 252,222 | 11 | ||
| Countly countly.com | 2% | 14 | ||||||
| Statsig statsig.com | 2% | 67 | 12,100 | 182 | 353,837 | $176 | 6 | |
| Google analytics.google.com Google Analytics 4 2% | 2% | 473 | 9,900 | 348 | ||||
| Plausible plausible.io | 0% | 14 | 60,500 | 1,143 | 39,368 | |||
| Fullstory fullstory.com | 0% | 217 | 5,400 | 159 | 141,869 | $348 | 14 | 8 |
Google's top ten for the two searches hold 16 sites; 6 of them are among the sites the models cited here (amplitude.com, fullstory.com, gainsight.com, learn.g2.com, userpilot.com, visionlabs.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 4.5Mixpanelno first choiceChangedno first choicePostHogagainst: Microsoft Clarityno first choiceagainst: Amplitude, Mixpanel
Four alternatives
Amplitude, Heap, June, PendoOne alternative
Google Analytics 4GPT-5.4 miniAmplitudeAmplitudeHeldAmplitudeagainst: Google Analytics 4PostHogagainst: Amplitudeno first choicenothing named
Three alternatives
Heap, Mixpanel, PostHogThree alternatives
Mixpanel, Pendo, PostHogFour alternatives
Heap, Mixpanel, Pendo, PostHogTwo alternatives
Google Analytics 4, MixpanelGemini 3.5 FlashMixpanelMixpanelHeldagainst: Contentsquare, HeapAmplitudePostHogAmplitude, Mixpanel, PostHogagainst: Adobe Analytics, Amplitude, Google Analytics 4, Heap, Looker, Microsoft Power BI, Mixpanel, PostHog, Snowplow, Tableau
Three alternatives
Amplitude, Pendo, PostHogThree alternatives
Amplitude, Pendo, PostHogFour alternatives
Heap, Mixpanel, Pendo, PostHogTwo alternatives
Amplitude, MixpanelThree alternatives
Kubit, Mitzu, NetSpringPerplexity SonarMixpanelAmplitudeChangedno first choiceagainst: Google Analytics 4Mixpanel, PostHogno first choiceagainst: Adobe Analytics, Amplitude, Contentsquare, Fullstory, Google Analytics 4, Heap, Microsoft Clarity, Mixpanel
Four alternatives
Amplitude, Heap, Pendo, PostHogTwo alternatives
Heap, PendoOne alternative
Google Analytics 4Grok 4.20MixpanelPendoChangedagainst: Juneno first choicePostHogagainst: Heap, Pendono first choiceagainst: Amplitude, Heap, Mixpanel, Pendo
Three alternatives
Amplitude, Pendo, PostHogTwo alternatives
Amplitude, MixpanelThree alternatives
Amplitude, Google Analytics 4, MixpanelSix alternatives
Amplitude, Fullstory, Heap, Mixpanel, Pendo, PostHogMistral SmallAmplitudeMixpanelChangedAmplitudePostHogagainst: Google Analytics 4Amplitudeagainst: Amplitude, Google Analytics 4, Heap, Mixpanel, Pendo, VidIQ
Three alternatives
Mixpanel, Pendo, PostHogTwo alternatives
Amplitude, PostHogFive alternatives
Fullstory, Heap, Mixpanel, Pendo, PostHogTwo alternatives
Amplitude, MixpanelThree alternatives
Mixpanel, Pendo, PostHogDeepSeek V4 FlashAmplitudeAmplitudeHeldagainst: HeapAmplitudeagainst: Google Analytics 4PostHogagainst: Google Analytics 4Amplitudeagainst: Heapagainst: Amplitude, Fullstory, Google Analytics 4, Heap, Hotjar, LogRocket, Mixpanel, OpenReplay, Smartlook
Three alternatives
Mixpanel, Pendo, PostHogThree alternatives
Mixpanel, Pendo, PostHogSeven alternatives
Contentsquare, Fullstory, Heap, Hotjar, Mixpanel, Pendo, PostHogTwo alternatives
Amplitude, MixpanelThree alternatives
Mixpanel, Pendo, PostHogLlama 4 MaverickAmplitudeAmplitude, PendoChangedno first choiceCountly, LogRocket, PostHogno first choiceagainst: Amplitude, Google Analytics 4, Heap
Qwen 3.7 FlashAmplitude, PendoMixpanelChangedAmplitude, MixpanelAmplitudeagainst: Google Analytics 4no first choiceagainst: Amplitude, Fullstory, Google Analytics 4, Heap, Matomo, Mixpanel, Pendo, PostHog
Two alternatives
Heap, MixpanelTwo alternatives
Amplitude, PendoThree alternatives
Fullstory, Heap, PostHogTwo alternatives
Mixpanel, PostHogKimi K2AmplitudeMixpanelChangedAmplitude, PostHogMixpanelagainst: Amplitudeno first choiceagainst: Heapagainst: Amplitude, Google Analytics 4, Heap, Mixpanel
Four alternatives
Heap, Mixpanel, Pendo, PostHogThree alternatives
Amplitude, Pendo, PostHogFive alternatives
Fullstory, Heap, LogRocket, Mixpanel, PendoOne alternative
PostHogThree alternatives
Amplitude, Mixpanel, PostHogGLM 4.7 FlashXMixpanelMixpanelHeldno first choicePostHogno first choiceagainst: Custify, Dataroid, Flagsmith, Heap, Lucky Orange, Mouseflow
Four alternatives
Amplitude, Heap, Pendo, PostHogFour alternatives
Amplitude, Heap, Pendo, PostHogFour alternatives
Amplitude, Countly, Heap, MixpanelMiniMax M2.5PendoPendoHeldAmplitudeGoogle Analytics 4, Statsigagainst: Amplitude, MixpanelAmplitudeagainst: Amplitude, Google Analytics 4, Heap, Mixpanel, Pendo
Two alternatives
Amplitude, HeapTwo alternatives
Amplitude, MixpanelSeven alternatives
Fullstory, Heap, Mixpanel, Pendo, PostHog, Statsig, UserpilotOne alternative
PostHogTwo alternatives
Mixpanel, PendoBold 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.
Seventy-two 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 | 2026-09-15 01:52 | yes | 15 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:37 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:53 | yes | 21 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 01:28 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:12 | yes | 0 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:22 | yes | 0 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:59 | yes | 0 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:15 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:10 | yes | 0 | 54 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:05 | yes | 0 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:42 | yes | 0 | 13 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:37 | yes | 0 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:08 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:45 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:14 | yes | 14 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 00:56 | yes | 16 | 7 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:07 | yes | 0 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:15 | yes | 0 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:42 | yes | 0 | 37 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:04 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:30 | yes | 0 | 44 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:05 | yes | 0 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:09 | yes | 0 | 21 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:48 | yes | 0 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:58 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:01 | yes | 8 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:05 | yes | 10 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 00:59 | yes | 20 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:41 | yes | 0 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:57 | yes | 0 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:57 | yes | 0 | 68 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:38 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:49 | no | 0 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:24 | yes | 0 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:03 | yes | 0 | 53 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:18 | yes | 0 | 12 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:26 | yes | 8 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:56 | no | 0 | 2 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:22 | yes | 9 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 23:30 | yes | 18 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:42 | yes | 0 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:52 | yes | 0 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:53 | yes | 0 | 10 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:52 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:48 | yes | 0 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:27 | yes | 0 | 33 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:02 | yes | 0 | 61 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:35 | yes | 0 | 11 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:29 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:08 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:00 | yes | 14 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 02:12 | yes | 20 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:01 | yes | 0 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:27 | yes | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:27 | yes | 0 | 77 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:04 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:47 | yes | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:52 | yes | 0 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:34 | no | 0 | 60 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:25 | yes | 0 | 13 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:09 | yes | 24 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:09 | no | 0 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:55 | yes | 16 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 02:40 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:32 | yes | 0 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:51 | yes | 0 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:43 | yes | 0 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:22 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:21 | yes | 0 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:44 | yes | 0 | 62 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:36 | yes | 0 | 44 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:35 | yes | 0 | 23 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
ShowHide
Claude Haiku 4.5
3 of 4 flipped
GPT-5.4 mini
2 of 4 flipped
Gemini 3.5 Flash
2 of 5 flipped
Perplexity Sonar
1 of 3 flipped
Grok 4.20
5 of 6 flipped
Mistral Small
4 of 6 flipped
DeepSeek V4 Flash
3 of 6 flipped
Llama 4 Maverick
1 of 3 flipped
Qwen 3.7 Flash
5 of 5 flipped
Kimi K2
6 of 6 flipped
GLM 4.7 FlashX
1 of 4 flipped
MiniMax M2.5
4 of 6 flipped
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
Amplitude read as Amplitude
Unresolved, counted raw
Dataroid
PostHog EU/self-hosted
Discontinued, still offered
No shut-down product was recommended here.