SaaS metrics and analytics
Asked as “SaaS metrics dashboard”, and as “ARR analytics tool”, on behalf of a mid-market B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
43%
Clear leader
43ChartMogul13ProfitWell Metrics09Databox34others
43% of first choices, clear leader.
Since October 2026▼−6Since October 2026: 49% → 43%, −6 points. Inside the 10-point floor: within noise.ChartMogul held the lead, −6 points on 49%, inside the 10-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
ChartMogul41%Clear leader▼−12Since October 2026: 53% → 41%, −12 points. Past the 10-point floor: movement.Standing →Mid-marketChartMogul43%Clear leader▼−6Since October 2026: 49% → 43%, −6 points. Inside the 10-point floor: within noise.This pageEnterprise
Maxio Metrics20%Contested↗new leaderNew leader since October 2026: Maxio Metrics (20%) replaces ChartMogul (25% then, 15% now), 5 points clear, inside the 10-point floor.Standing →
ChartMogul41%Clear leader▼−12Since October 2026: 53% → 41%, −12 points. Past the 10-point floor: movement.Standing →Mid-marketChartMogul43%Clear leader▼−6Since October 2026: 49% → 43%, −6 points. Inside the 10-point floor: within noise.This pageEnterpriseMaxio Metrics20%Contested↗new leaderNew leader since October 2026: Maxio Metrics (20%) replaces ChartMogul (25% then, 15% now), 5 points clear, inside the 10-point floor.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
01ChartMogul43%13%69endorsed leader▼−6Since October 2026: 49% → 43%, −6 points. Inside the 10-point floor: within noise.49% → 43%
ChartMogul43%13%69endorsed leader▼−6Since October 2026: 49% → 43%, −6 points. Inside the 10-point floor: within noise.49% → 43%02
ProfitWell Metrics13%28%46criticized challenger▼−1Since October 2026: 14% → 13%, −1 point. Inside the 10-point floor: within noise.14% → 13%
ProfitWell Metrics13%28%46criticized challenger▼−1Since October 2026: 14% → 13%, −1 point. Inside the 10-point floor: within noise.14% → 13%03
Databox9%0%23accepted challenger▲+3Since October 2026: 6% → 9%, +3 points. Inside the 10-point floor: within noise.6% → 9%
Databox9%0%23accepted challenger▲+3Since October 2026: 6% → 9%, +3 points. Inside the 10-point floor: within noise.6% → 9%04
Baremetrics4%18%55accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%
Baremetrics4%18%55accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%05Maxio Metrics4%8%24accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 10-point floor: within noise.8% → 4%
Maxio Metrics4%8%24accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 10-point floor: within noise.8% → 4%06
Amplitude4%26%35criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%
Amplitude4%26%35criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%07
Mixpanel2%20%40accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Mixpanel2%20%40accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%08
PostHog2%14%21accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
PostHog2%14%21accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%09
Looker Studio Lab in the set2%0%11accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%
Looker Studio Lab in the set2%0%11accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%10
Metabase2%8%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Metabase2%8%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
14
Tableau0%47%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Tableau0%47%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%13
Heap0%38%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Heap0%38%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11Microsoft Power BI0%25%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
12
Looker Lab in the set0%23%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Looker Lab in the set0%23%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%The floor is 10 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.
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 thirteen models one time of 52. Looker is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models zero times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
ChartMogul vs Maxio MetricsChartMogul vs AmplitudeChartMogul vs MixpanelChartMogul vs PostHogProfitWell Metrics vs DataboxProfitWell Metrics vs BaremetricsProfitWell Metrics vs Maxio MetricsProfitWell Metrics vs AmplitudeProfitWell Metrics vs MixpanelProfitWell Metrics vs PostHogDatabox vs BaremetricsDatabox vs Maxio MetricsDatabox vs AmplitudeDatabox vs MixpanelDatabox vs PostHogBaremetrics vs Maxio MetricsBaremetrics vs AmplitudeBaremetrics vs MixpanelBaremetrics vs PostHogMaxio Metrics vs AmplitudeMaxio Metrics vs MixpanelMaxio Metrics vs PostHogAmplitude vs MixpanelAmplitude vs PostHogMixpanel vs PostHog
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 →
01020304050607080910M11
121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01ChartMogul43%
ChartMogul43%02ProfitWell Metrics13%
ProfitWell Metrics13%03Databox9%
Databox9%04Baremetrics4%
Baremetrics4%05Maxio Metrics4%
Maxio Metrics4%06Amplitude4%
Amplitude4%07Mixpanel2%
Mixpanel2%08PostHog2%
PostHog2%09Looker Studio2%
Looker Studio2%10Metabase2%
Metabase2%11Microsoft Power BI0%
12Looker0%
Looker0%13Heap0%
Heap0%14Tableau0%
Tableau0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, Qwen 3.7 Flash, GLM 4.7 FlashX, 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.
ProfitWell Metrics28%
13 of 46 labels negative · 9 of 14 models · 1 hard negative
“ProfitWell Metrics (by Paddle) — *Avoid if you need reliability*” DeepSeek V4 Flash, negative prompt
Baremetrics18%
10 of 55 labels negative · 9 of 14 models
“Baremetrics has received similar warnings, particularly regarding: Reliability for subscription-revenue metrics at basic tiers” MiniMax M2.5, negative prompt
ChartMogul13%
9 of 69 labels negative · 9 of 14 models
“Basic ChartMogul - Multiple AI models recommend avoiding the basic tier if you need reliable subscription-revenue metrics” MiniMax M2.5, negative prompt
Amplitude26%
9 of 35 labels negative · 8 of 14 models · 2 hard negative
“Avoid for tight budgets: Tools like Amplitude, Heap, or Maxio, which quickly go custom/enterprise pricing” Grok 4.20, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
73 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. 813 links across 241 sites, every framing counted. Ranked by the number of answers carrying the site or page. 7 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 · Baremetrics40 answers · 58 citations · 13 models
28 answers · 43 citations · 10 models
vendor site · ChartMogul26 answers · 34 citations · 9 models
vendor site · Databox23 answers · 31 citations · 11 models
vendor site · Intempt21 answers · 21 citations · 10 models
vendor site · G218 answers · 30 citations · 8 models
13 answers · 13 citations · 7 models
vendor site · NetSuite12 answers · 14 citations · 9 models
11 answers · 25 citations · 9 models
11 answers · 11 citations · 7 models
vendor site · Basedash10 answers · 12 citations · 5 models
10 answers · 11 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.
26 answers · 11 models
21 answers · 10 models
13 answers · 8 models
13 answers · 9 models
13 answers · 7 models
12 answers · 10 models
11 answers · 8 models
10 answers · 6 models
10 answers · 9 models
9 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 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 | 43% | 176 | 1,000 | 4 | 4,467 | 2 | ||
| ProfitWell paddle.com ProfitWell Metrics 13% | 13% | 105 | 10 | 0 | 172,079 | 31 | ||
| Databox databox.com | 9% | 110 | 3,600 | 68 | 60,861 | 4 | ||
| Baremetrics baremetrics.com | 4% | 136 | 590 | 3 | 42,517 | 26 | 6 | |
| Maxio Metrics maxio.com | 4% | 64 | 0 | 32,891 | $518 | 59 | 6 | |
| Amplitude amplitude.com | 4% | 86 | 74,000 | 5,691 | 373,273 | $207 | 27 | |
| Mixpanel mixpanel.com | 2% | 98 | 12,100 | 458 | 20,284 | $458 | 11 | |
| PostHog posthog.com | 2% | 54 | 33,100 | 271 | 25,936 | 120 | ||
| Looker Studio lookerstudio.google.com | 2% | 72 | 40,500 | 452 | 5,456 | |||
| Metabase metabase.com | 2% | 42 | 14,800 | 337 | 60,151 | 1 |
Google's top ten for the three searches hold 21 sites; 2 of them are among the sites the models cited here (baremetrics.com, netsuite.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 4.5ChartMogulChartMogul, ToolboksChangedChartMogulagainst: ProfitWell MetricsChartMogul, ProfitWell Metricsno first choiceagainst: ChartMogul, Google Analytics, Heap, Kissmetrics, Segment
Two alternatives
Baremetrics, DataboxFour alternatives
Amplitude, Baremetrics, Maxio Metrics, MixpanelThree alternatives
Baremetrics, Databox, MixpanelFour alternatives
Databox, Looker Studio, Metabase, Stripe SigmaGPT-5.4 miniDataboxChartMogulChangedChartMogulMetabaseagainst: ChartMogulno first choicenothing named
Four alternatives
Baremetrics, ChartMogul, Looker, TableauTwo alternatives
Baremetrics, ProfitWell MetricsFive alternatives
Amplitude, Baremetrics, Mixpanel, Stripe Billing Analytics, Stripe SigmaTwo alternatives
Baremetrics, Looker StudioGemini 3.5 FlashMosaicSubscriptChangedno first choiceProfitWell Metricsno first choiceagainst: Amplitude, Baremetrics, Looker, Metabase, Microsoft Power BI, Mixpanel, Native Stripe Dashboard Analytics, PostHog, ProfitWell Metrics, Snowflake, Tableau
Five alternatives
ChartMogul, Looker, Maxio Metrics, Metabase, SubscriptThree alternatives
ChartMogul, Maxio Metrics, ProfitWell MetricsSix alternatives
Baremetrics, ChartMogul, Maxio Metrics, Mixpanel, PostHog, ProfitWell MetricsFour alternatives
ChartMogul, Metabase, Paddle, Stripe Billing AnalyticsPerplexity SonarDataboxMaxio MetricsChangedBaremetrics, ChartMogulDataboxno first choiceagainst: Amplitude, Baremetrics, Chargebee, ChartMogul, Google Analytics, Heap, Mixpanel, PostHog, Recurly, Stripe Billing
Four alternatives
Amplitude, ChartMogul, Maxio Metrics, MixpanelThree alternatives
ChartMogul, Discern, Zuora AnalyticsNine alternatives
Amplitude, Databox, Heap, Maxio Metrics, Microsoft Power BI, Mixpanel, Pendo, PostHog, ProfitWell MetricsThree alternatives
ChartMogul, Looker Studio, MetabaseGrok 4.20ChartMogulagainst: SaaSGridChartMogulHeldagainst: Looker, ProfitWell MetricsMixpanelagainst: ProfitWell MetricsChartMogulagainst: Amplitude, Heap, Maxio Metrics, ProfitWell Metricsno first choiceagainst: Amplitude, Baremetrics, ChartMogul, Google Analytics, Mixpanel, ProfitWell Metrics
Three alternatives
Baremetrics, Metabase, ProfitWell MetricsThree alternatives
Baremetrics, Grid, Maxio MetricsFour alternatives
Amplitude, Baremetrics, ChartMogul, PostHogTwo alternatives
Baremetrics, DataboxMistral SmallFairviewagainst: Baremetrics, ChartMogulGridChangedno first choiceProfitWell Metricsno first choiceagainst: Baremetrics, Fairview, ProfitWell Metrics
Two alternatives
Databox, IntemptTwo alternatives
ChartMogul, ProfitWell MetricsTwo alternatives
Baremetrics, ChartMogulDeepSeek V4 FlashChartMogulagainst: Maxio MetricsChartMogulHeldagainst: ProfitWell MetricsAmplitude, ChartMogulLooker StudioChartMogul, Maxio Metricsagainst: Amplitude, Baremetrics, Google Analytics, Mixpanel, ProfitWell Metrics
Three alternatives
Baremetrics, Databox, ProfitWell MetricsTwo alternatives
Baremetrics, Maxio MetricsEight alternatives
Baremetrics, ChurnZero, Heap, Maxio Metrics, Mixpanel, PostHog, ProfitWell Metrics, RevenueCatSeven alternatives
Baremetrics, ChartMogul, Databox, Microsoft Power BI, Porter Metrics, Stripe's Native Analytics, Taskade GenesisOne alternative
Microsoft Power BILlama 4 MaverickChartMogulChartMogulHeldno first choiceGoogle Sheets, SaaS Metrics Dashboard in Excelno first choiceagainst: Fairview
Four alternatives
Baremetrics, Chargebee, Maxio Metrics, ZenskarThree alternatives
ChartMogul, Databox, MixpanelQwen 3.7 FlashProfitWell Metricsagainst: TableauChartMogulChangedagainst: Gainsight, Salesforce CPQ, TotangoAmplitude, BaremetricsChartMogul, Databoxagainst: Microsoft Power BI, Tableauno first choiceagainst: Amplitude, Google Analytics, Microsoft Power BI, Mixpanel, Tableau
Two alternatives
Clari, Microsoft Power BITwo alternatives
Baremetrics, ProfitWell MetricsEight alternatives
ChartMogul, ChurnZero, Gainsight, Intempt, June.so, Mixpanel, PostHog, ReforgeThree alternatives
Looker Studio, Mixpanel, ProfitWell MetricsKimi K2ChartMogulChartMogulHeldChartMogulChartMogul, ProfitWell Metricsno first choiceagainst: Looker, Tableauagainst: Amplitude, Baremetrics, ChartMogul, Heap, Mixpanel, Pendo, ProfitWell Metrics
Four alternatives
Amplitude, Baremetrics, Databox, MixpanelThree alternatives
Grid, ProfitWell Metrics, RilletTwo alternatives
Baremetrics, ProfitWell MetricsOne alternative
DataboxEight alternatives
Baremetrics, ChartMogul, Cube, Drivetrain, Maxio Metrics, Mosaic, ProfitWell Metrics, RunwayGLM 4.7 FlashXAmplitude, Databoxagainst: TableauChartMogulChangedno first choicePostHogno first choiceagainst: Amplitude, GoSquared, Hotjar, Klipfolio, Mixpanel, Plausible, Supermetrics
Three alternatives
Google Analytics, Luzmo, MixpanelOne alternative
TekStackSeven alternatives
Amplitude, Baremetrics, ChartMogul, Mixpanel, Pendo, ProfitWell Metrics, RevenueCatSix alternatives
Amplitude, Baremetrics, ChartMogul, Looker Studio, Mixpanel, OpenPanelMiniMax M2.5Amplitude, MixpanelChartMogulChangedChartMogulBaremetrics, ChartMogulno first choiceagainst: Baremetrics, ChartMogul, ProfitWell Metrics, Tableau
One alternative
DomoTwo alternatives
Maxio Metrics, ZenskarTwo alternatives
Baremetrics, ProfitWell MetricsOne alternative
Taskade GenesisGPT-6 LunaChartMogulChartMogulHeldStripe Billing AnalyticsProfitWell Metrics, Stripe Billingno first choiceagainst: Baremetrics, ChartMogul, ProfitWell Metrics
Two alternatives
Grid, Maxio MetricsTwo alternatives
Grid, Maxio MetricsSix alternatives
Amplitude, Baremetrics, ChartMogul, Mixpanel, PostHog, ProfitWell MetricsTwo alternatives
ChartMogul, Metabase Open SourceMuse Glimmer 30BBaremetricsChartMogulChangedIntemptProfitWell Metricsno first choiceagainst: Amplitude, Baremetrics, ChartMogul, Heap, Mixpanel, Pendo, PostHog, ProfitWell Metrics
Three alternatives
ChartMogul, Databox, ProfitWell MetricsFour alternatives
Baremetrics, Chargebee, Grid, Maxio MetricsSeven alternatives
Amplitude, Baremetrics, ChartMogul, Databox, Microsoft Power BI, Mixpanel, PostHogThree alternatives
Baremetrics, ChartMogul, DataboxBold 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 11:23 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:02 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:42 | yes | 14 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:07 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 10 | 28 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:27 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:56 | yes | 21 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:54 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:33 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:21 | yes | 15 | 91 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:19 | yes | 24 | 76 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:24 | yes | 19 | 42 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:12 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:38 | yes | 20 | 32 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:38 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:55 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:08 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:12 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 10 | 27 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:01 | yes | 5 | 29 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:41 | yes | 17 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:23 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:09 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:03 | yes | 22 | 63 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:36 | yes | 10 | 133 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:33 | yes | 10 | 33 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:36 | yes | 4 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:46 | yes | 14 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:16 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:20 | yes | 4 | 7 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 10:29 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:10 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 5 | 40 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:58 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:51 | yes | 22 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:01 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:52 | yes | 5 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:03 | yes | 18 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:51 | yes | 20 | 41 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:55 | yes | 9 | 15 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:13 | yes | 7 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:53 | yes | 14 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:04 | yes | 10 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:37 | yes | 3 | 5 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 09:07 | yes | 10 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:52 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:16 | yes | 5 | 31 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:12 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:17 | yes | 22 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:12 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:22 | yes | 5 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:25 | yes | 20 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:02 | yes | 25 | 76 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:10 | yes | 5 | 26 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:26 | yes | 4 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:20 | yes | 20 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:03 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:51 | 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 09:50 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:13 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 5 | 34 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:52 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:47 | yes | 24 | 29 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:51 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:42 | yes | 5 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:47 | no | 0 | 57 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:03 | yes | 15 | 32 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:52 | no | 0 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:09 | yes | 3 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:57 | yes | 14 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:22 | yes | 17 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:40 | 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 10:20 | no | 0 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:39 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:11 | yes | 15 | 31 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:42 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:10 | yes | 25 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:37 | yes | 5 | 5 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:09 | yes | 10 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:18 | yes | 25 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:56 | yes | 23 | 29 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:15 | yes | 5 | 27 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:15 | yes | 3 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:04 | yes | 20 | 38 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
Google Looker Studio read as Looker Studio
Google Looker Studio (Free) read as Looker Studio
Maxio read as Maxio Metrics
Maxio (formerly SaaSOptics + Chargify) read as Maxio Metrics
Maxio (formerly SaaSOptics) read as Maxio Metrics
NetSuite read as Oracle NetSuite
PowerBI read as Microsoft Power BI
ProfitWell read as ProfitWell Metrics
ProfitWell (by Paddle) read as ProfitWell Metrics
ProfitWell (by Palo Alto Networks) read as ProfitWell Metrics
ProfitWell (now Paddle Billing) read as ProfitWell Metrics
ProfitWell (now Paddle Metrics) read as ProfitWell Metrics
ProfitWell (now Paddle Revenue) read as ProfitWell Metrics
ProfitWell (now Paddle) read as ProfitWell Metrics
ProfitWell (now part of Paddle) read as ProfitWell Metrics
ProfitWell by Paddle read as ProfitWell Metrics
Profitwell read as ProfitWell Metrics
Profitwell (by Paddle) read as ProfitWell Metrics
SaaSOptics read as Maxio Metrics
SaaSOptics (Maxio) read as Maxio Metrics
Sigma read as Sigma Computing
Stripe Analytics read as Stripe Billing Analytics
Zuora read as Zuora Analytics
Unresolved, counted raw
Bold BI
FloopFloop
GoSquared
Kometrics
Metabase Open Source
Native Stripe Dashboard Analytics
OpenPanel
Porter Metrics
Reforge
RudderStack
SaaSBoard
Sage Intacct SaaS
Sigma Cloud
Stripe's Native Analytics
Userpilot
Discontinued, still offered
No shut-down product was recommended here.