SaaS metrics and analytics
Asked as “SaaS metrics dashboard”, and as “ARR analytics tool”, on behalf of a mid-market B2B company. 42 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
45%
Clear leader
45ChartMogul17ProfitWell Metrics14Looker Studio24others
45% of first choices, clear leader.
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
Show the four products at 0%, ordered by negative rate
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.
Looker Studio 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 six times of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
All twenty-one head-to-head pages: the top seven products, each against each
ChartMogul vs BaremetricsChartMogul vs Microsoft Power BIChartMogul vs TableauProfitWell Metrics vs Looker StudioProfitWell Metrics vs DataboxProfitWell Metrics vs BaremetricsProfitWell Metrics vs Microsoft Power BIProfitWell Metrics vs TableauLooker Studio vs DataboxLooker Studio vs BaremetricsLooker Studio vs Microsoft Power BILooker Studio vs TableauDatabox vs BaremetricsDatabox vs Microsoft Power BIDatabox vs TableauBaremetrics vs Microsoft Power BIBaremetrics vs TableauMicrosoft Power BI vs Tableau
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
05M06
07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01ChartMogul45%
ChartMogul45%02ProfitWell Metrics17%
ProfitWell Metrics17%03Looker Studio14%
Looker Studio14%04Databox10%
Databox10%05Baremetrics2%
Baremetrics2%06Microsoft Power BI2%
07Tableau2%
Tableau2%08PostHog0%
PostHog0%09Mixpanel0%
Mixpanel0%10Amplitude0%
Amplitude0%11Maxio Metrics0%
Maxio Metrics0%What they warned about
Five of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, Llama 4 Maverick, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Baremetrics22%
9 of 41 labels negative · 7 of 12 models
“Be cautious if: You're sensitive to cost (starts ~$129/mo...) Complaints include poor customer service ... data inconsistencies” Grok 4.20, negative prompt
Google Analytics
100%
6 of 6 labels negative · 6 of 12 models · 3 hard negative
“Use it for web traffic, never for revenue or subscription metrics.” DeepSeek V4 Flash, negative prompt
Amplitude29%
6 of 21 labels negative · 6 of 12 models · 1 hard negative
“They are terrible at calculating Net Revenue Retention (NRR), churn reasons, LTV:CAC ratios, or forecasting cash flow accurately.” Qwen 3.7 Flash, negative prompt
Mixpanel19%
5 of 27 labels negative · 5 of 12 models · 1 hard negative
“Do not attempt to run CFO-level financial reporting through a Product Analytics dashboard.” Qwen 3.7 Flash, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
64 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 925 links across 273 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Baremetrics33 answers · 52 citations · 11 models
33 answers · 33 citations · 11 models
vendor site · Databox25 answers · 35 citations · 11 models
21 answers · 27 citations · 9 models
19 answers · 55 citations · 11 models
vendor site · Taskade16 answers · 16 citations · 9 models
14 answers · 14 citations · 9 models
12 answers · 13 citations · 7 models
11 answers · 23 citations · 5 models
vendor site · Fastero11 answers · 12 citations · 7 models
11 answers · 11 citations · 5 models
vendor site · Chartsy10 answers · 10 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 · 11 models
16 answers · 10 models
16 answers · 11 models
16 answers · 9 models
14 answers · 6 models
14 answers · 9 models
11 answers · 7 models
11 answers · 5 models
11 answers · 10 models
10 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 saas metrics dashboard”, “saas metrics dashboard”, “saas metrics tools”. 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 |
|---|---|---|---|---|---|---|---|---|
| ChartMogul chartmogul.com | 45% | 176 | 1,000 | 4 | 4,467 | 2 | ||
| ProfitWell paddle.com ProfitWell Metrics 17% | 17% | 105 | 10 | 0 | 172,079 | 31 | ||
| Looker Studio lookerstudio.google.com | 14% | 72 | 40,500 | 452 | 5,456 | |||
| Databox databox.com | 10% | 110 | 3,600 | 68 | 60,861 | 4 | ||
| Baremetrics baremetrics.com | 2% | 136 | 590 | 3 | 42,517 | 26 | 6 | |
| Microsoft Power BI | 2% | 14,800 | 515 | |||||
| Tableau tableau.com Tableau 2%, Tableau/Power BI 0% | 2% | 129 | 135,000 | 15,635 | 1,201,809 | $23 | 85 | |
| Subscript subscript.com | 2% | 6 | 6 | |||||
| Fairview getfairview.com | 2% | 30 | 90,500 | 10,961 | 9 | |||
| TekStack tekstack.com | 2% | 1 |
Google's top ten for the three searches hold 21 sites; 1 of them are among the sites the models cited here (baremetrics.com). The first result for “best saas metrics dashboard” is uxcam.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 SaaS metrics dashboard for a mid-market B2B company?”Paraphrase“Which ARR analytics tool would you recommend to a mid-sized B2B company?”Comparative“What are the top SaaS metrics tools and how do they differ?”Budget-constrained“What is the best SaaS metrics dashboard for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a SaaS metrics dashboard. What should we look at?”Negative“Which SaaS metrics tools should I avoid or be cautious about?”
Claude Haiku 4.5ChartMogulChartMogulHeldChartMogulLooker Studio, ProfitWell Metricsno first choiceagainst: Amplitude, Google Analytics, Heap, Mixpanel
Four alternatives
Amplitude, Baremetrics, HubSpot Operations Hub, LookerFour alternatives
Amplitude, Baremetrics, June.so, MixpanelThree alternatives
Amplitude, Baremetrics, MixpanelTwo alternatives
ChartMogul, MetabaseGPT-5.4 miniProfitWell MetricsChartMogulChangedBaremetrics, ChartMogulLooker Studioagainst: JumpCloudno first choiceagainst: Google Analytics
Five alternatives
Amplitude, Looker, Microsoft Power BI, Mixpanel, TableauFour alternatives
Baremetrics, Looker, Microsoft Power BI, Zuora AnalyticsFour alternatives
Amplitude, Mixpanel, Stripe Billing, Stripe SigmaTwo alternatives
SpendHound, StreamlitGemini 3.5 FlashSubscriptagainst: Baremetrics, ProfitWell MetricsChartMogulChangedagainst: ProfitWell MetricsChartMogulProfitWell Metricsno first choiceagainst: Baremetricsagainst: Amplitude, Baremetrics, Databox, Google Analytics, Looker Studio, Maxio Metrics, Mixpanel, Paddle Retain, ProfitWell Metrics, Tableau
Three alternatives
ChartMogul, Equals, Maxio MetricsTwo alternatives
Maxio Metrics, SubscriptSeven alternatives
Amplitude, Baremetrics, Maxio Metrics, Mixpanel, PostHog, ProfitWell Metrics, SaaSGridThree alternatives
ChartMogul, Databox, MetabasePerplexity SonarFairviewChartMogulChangedChartMogulDatabox, Looker Studiono first choiceagainst: Google Analytics
Two alternatives
Databox, Microsoft Power BIThree alternatives
Baremetrics, Maxio Metrics, ToolboksFive alternatives
Amplitude, Baremetrics, Databox, Microsoft Power BI, MixpanelThree alternatives
ChartMogul, Mixpanel, ProfitWell MetricsGrok 4.20ChartMogulChartMogulHeldChartMogulLooker Studioagainst: Geckoboardno first choiceagainst: Amplitude, Baremetrics, ChartMogul, Mixpanel, Pendo
Six alternatives
Baremetrics, Looker Studio, Maxio Metrics, Paddle Retain, Stripe Sigma, Tableau/Power BIThree alternatives
Baremetrics, Grid, Maxio MetricsSeven alternatives
Amplitude, Baremetrics, Databox, Geckoboard, Mixpanel, PostHog, ProfitWell MetricsFour alternatives
ChartMogul, Databox, PostHog, ProfitWell MetricsMistral SmallMicrosoft Power BI, TableauChartMogulChangedno first choiceProfitWell Metricsno first choiceagainst: Baremetrics, ChartMogul
Three alternatives
Baremetrics, ChartMogul, MixpanelThree alternatives
Dreamdata, HockeyStack, ProfitWell MetricsTwo alternatives
ChartMogul, DataboxDeepSeek V4 FlashChartMogulagainst: Fastero, RevPane, Taskade GenesisChartMogulHeldBaremetrics, ChartMogulLooker Studio, ProfitWell Metricsno first choiceagainst: Baremetrics, ChartMogul, Google Analytics, Looker, Microsoft Power BI, Mosaic, Paddle, ProfitWell Metrics, Tableau
Five alternatives
Baremetrics, Looker, Microsoft Power BI, ProfitWell / Paddle Retain, Sigma ComputingTwo alternatives
Baremetrics, ProfitWell MetricsSeven alternatives
Amplitude, Databox, Heap, Microsoft Power BI, Mixpanel, PostHog, ProfitWell MetricsTwo alternatives
ChartMogul, DataboxLlama 4 Maverickno first choiceChartMogul, TekStackChangedChartMogulDataboxno first choicenothing named
Two alternatives
Baremetrics, ProfitWell MetricsSix alternatives
Baremetrics, ChartMogul, Geckoboard, Looker Studio, PostHog, ProfitWell MetricsQwen 3.7 FlashChartMogulagainst: Looker StudioChartMogulHeldagainst: Metrics by StripeBaremetricsLooker Studiono first choiceagainst: Amplitude, Baremetrics, HubSpot, Mixpanel, ProfitWell Metrics, Salesforce
Two alternatives
Catalyst, PaddleTwo alternatives
Anrok, DreamdataSix alternatives
Amplitude, ChartMogul, Mixpanel, Pendo, ProfitWell Metrics, TotangoThree alternatives
ChartMogul, Databox, GeckoboardKimi K2ChartMogulChartMogulHeldChartMogulProfitWell Metricsno first choiceagainst: Amplitude, Baremetrics, ChartMogul, Heap, Mixpanel, ProfitWell Metrics
Three alternatives
Baremetrics, Databox, Looker StudioTwo alternatives
Baremetrics, ProfitWell MetricsFive alternatives
Amplitude, Baremetrics, Databox, PostHog, ProfitWell MetricsTwo alternatives
Baremetrics, ChartMogulGLM 4.7 FlashXChartMogul, DataboxChartMogulChangedChartMogulDataboxno first choiceagainst: Amplitude, Fathom, Google Analytics, Plausible
Two alternatives
HockeyStack, Maxio MetricsTwo alternatives
Baremetrics, ProfitWell MetricsSix alternatives
Amplitude, Baremetrics, Databox, Mixpanel, PostHog, ProfitWell MetricsFour alternatives
ChartMogul, Looker Studio, PostHog, ProfitWell MetricsMiniMax M2.5Baremetrics, ChartMogulChartMogulChangedno first choiceProfitWell Metricsno first choiceagainst: Baremetrics, ChartMogul, ProfitWell Metrics
One alternative
Microsoft Power BIThree alternatives
Baremetrics, Dreamdata, HockeyStackThree alternatives
Baremetrics, ChartMogul, ProfitWell MetricsFive alternatives
ChartMogul, Databox, Geckoboard, Looker Studio, 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.
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 | 2026-09-17 18:41 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:38 | yes | 1 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:24 | yes | 23 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 20:50 | yes | 20 | 6 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) | 2026-09-17 19:08 | yes | 31 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:14 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:11 | yes | 19 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:54 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:16 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:02 | yes | 15 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:43 | yes | 27 | 138 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:37 | yes | 5 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:07 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:26 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:53 | yes | 8 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 18:05 | yes | 20 | 5 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) | 2026-09-17 20:46 | yes | 21 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:06 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:30 | yes | 20 | 16 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:42 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:24 | yes | 8 | 63 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:57 | yes | 9 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:46 | yes | 29 | 85 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:40 | yes | 12 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:39 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:57 | yes | 3 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:19 | yes | 13 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 20:27 | 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) | 2026-09-17 21:02 | yes | 29 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:38 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:26 | yes | 23 | 68 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:11 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:14 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:42 | yes | 14 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:20 | yes | 22 | 42 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:47 | yes | 5 | 14 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:11 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:15 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:30 | yes | 20 | 233 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:29 | yes | 20 | 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) | 2026-09-17 21:09 | yes | 42 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:39 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:02 | yes | 8 | 11 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:55 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:19 | yes | 5 | 38 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:42 | yes | 9 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:32 | yes | 27 | 59 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:01 | yes | 5 | 28 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:15 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:01 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:16 | yes | 5 | 30 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 19:59 | 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) | 2026-09-17 19:42 | yes | 14 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:09 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:14 | yes | 10 | 19 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:17 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:44 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:19 | yes | 10 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:33 | yes | 18 | 71 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:06 | yes | 5 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:55 | yes | 25 | 17 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:21 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:23 | yes | 18 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 19:04 | yes | 20 | 8 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) | 2026-09-17 19:34 | yes | 40 | 20 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:53 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:37 | yes | 35 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:33 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:42 | no | 0 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:42 | yes | 28 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:41 | yes | 23 | 76 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:42 | yes | 22 | 48 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
2 of 4 flipped
GPT-5.4 mini
3 of 4 flipped
Gemini 3.5 Flash
4 of 4 flipped
Perplexity Sonar
2 of 4 flipped
Grok 4.20
1 of 5 flipped
Mistral Small
4 of 5 flipped
DeepSeek V4 Flash
2 of 5 flipped
Llama 4 Maverick
1 of 3 flipped
Qwen 3.7 Flash
5 of 6 flipped
Kimi K2
3 of 6 flipped
GLM 4.7 FlashX
2 of 4 flipped
MiniMax M2.5
3 of 4 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
Google Looker Studio read as Looker Studio
Maxio read as Maxio Metrics
Maxio (Formerly SaaSOptics + Chargify) read as Maxio Metrics
Maxio (formerly SaaSOptics / Chargify) read as Maxio Metrics
Maxio (formerly SaaSOptics) read as Maxio Metrics
NetSuite read as Oracle NetSuite
ProfitWell read as ProfitWell Metrics
ProfitWell (Paddle Metrics) read as ProfitWell Metrics
ProfitWell (Paddle Retain Metrics) read as ProfitWell Metrics
ProfitWell (Paddle Retain) read as ProfitWell Metrics
ProfitWell (Paddle) read as ProfitWell Metrics
ProfitWell (by Paddle) read as ProfitWell Metrics
ProfitWell (now Paddle Metrics) read as ProfitWell Metrics
ProfitWell (now Paddle) read as ProfitWell Metrics
ProfitWell / Paddle read as ProfitWell Metrics
ProfitWell / Paddle Metrics read as ProfitWell Metrics
Profitwell read as ProfitWell Metrics
SaaSOptics read as Maxio Metrics
Sigma read as Sigma Computing
Taskade read as Taskade Genesis
Unresolved, counted raw
Bluemargin
Catalyst
Cumul.io
Data-Mania
JumpCloud
LogRocket
Metrics by Stripe (ProfitWell)
RevPane
Ruler Analytics
Streamlit
thefrontkit
Discontinued, still offered
No shut-down product was recommended here.