SaaS metrics and analytics for enterprise buyers
Asked as “SaaS metrics dashboard”, and as “ARR analytics tool”, on behalf of an enterprise B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
20%
Contested · ChartMogul 15%
20Maxio Metrics15ChartMogul13Looker52others
20% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Maxio Metrics (20%) replaces ChartMogul (25% then, 15% now), 5 points clear, inside the 10-point floor.Maxio Metrics leads at 20%, replacing ChartMogul, which led at 25% and stands at 15% now: 5 points clear, inside the floor, so the swap reads as unsettled.
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.Standing →Enterprise
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.This page
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.Standing →EnterpriseMaxio 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.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Maxio Metrics20%3%38accepted challenger▲+12Since October 2026: 8% → 20%, +12 points. Past the 10-point floor: movement.8% → 20%
Maxio Metrics20%3%38accepted challenger▲+12Since October 2026: 8% → 20%, +12 points. Past the 10-point floor: movement.8% → 20%02ChartMogul15%25%53accepted challenger▼−10Since October 2026: 25% → 15%, −10 points. Inside the 10-point floor: within noise.25% → 15%
ChartMogul15%25%53accepted challenger▼−10Since October 2026: 25% → 15%, −10 points. Inside the 10-point floor: within noise.25% → 15%03
Looker Lab in the set13%17%24accepted challenger▲+7Since October 2026: 6% → 13%, +7 points. Inside the 10-point floor: within noise.6% → 13%
Looker Lab in the set13%17%24accepted challenger▲+7Since October 2026: 6% → 13%, +7 points. Inside the 10-point floor: within noise.6% → 13%04
Zuora Analytics9%8%12accepted challenger▲+1Since October 2026: 8% → 9%, +1 point. Inside the 10-point floor: within noise.8% → 9%
Zuora Analytics9%8%12accepted challenger▲+1Since October 2026: 8% → 9%, +1 point. Inside the 10-point floor: within noise.8% → 9%05Microsoft Power BI7%14%28accepted challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 10-point floor: within noise.2% → 7%
06
Databox4%13%23accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%
Databox4%13%23accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%07
Amplitude2%21%29accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Amplitude2%21%29accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the six products at 0%, ordered by negative rate
13
ProfitWell Metrics0%52%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
ProfitWell Metrics0%52%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%12
Baremetrics0%49%35criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Baremetrics0%49%35criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%11
PostHog0%30%10criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
PostHog0%30%10criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%08
Mixpanel0%29%28criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Mixpanel0%29%28criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
Tableau0%28%25criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Tableau0%28%25criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%10
Heap0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Heap0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 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 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 six times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
01020304M05
0607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Maxio Metrics20%
Maxio Metrics20%02ChartMogul15%
ChartMogul15%03Looker13%
Looker13%04Zuora Analytics9%
Zuora Analytics9%05Microsoft Power BI7%
06Databox4%
Databox4%07Amplitude2%
Amplitude2%08Mixpanel0%
Mixpanel0%09Tableau0%
Tableau0%10Heap0%
Heap0%11PostHog0%
PostHog0%12Baremetrics0%
Baremetrics0%13ProfitWell Metrics0%
ProfitWell Metrics0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5, GPT-6 Luna 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.
Baremetrics49%
17 of 35 labels negative · 11 of 14 models · 7 hard negative
“Tools to Avoid or Use Cautiously - Baremetrics: Frequently flagged ... for unreliable subscription revenue metrics” Grok 4.20, negative prompt
ChartMogul25%
13 of 53 labels negative · 9 of 14 models · 4 hard negative
“SMB-Focused Subscription Analytics (e.g., Baremetrics, ChartMogul) ... they often lack the depth required for large-scale B2B operations.” Qwen 3.7 Flash, negative prompt
ProfitWell Metrics52%
14 of 27 labels negative · 8 of 14 models · 5 hard negative
“High negative sentiment in benchmarks (29% negative share, with multiple "hard negatives"). Avoid if you need real-time data” Grok 4.20, negative prompt
Tableau28%
7 of 25 labels negative · 6 of 14 models · 4 hard negative
“Traditional BI Tools (Tableau, Looker, Power BI) - Why avoid: Built for slower, on-premise businesses” GLM 4.7 FlashX, 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
71 of 84 answers in this category came back with a source list, from 13 of 14 models: citations where the model returns them, or the search results it consulted. 887 links across 299 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 1 model searched through a gateway that returned no source list on this edition. 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 · Baremetrics36 answers · 57 citations · 12 models
vendor site · Databox29 answers · 44 citations · 12 models
29 answers · 40 citations · 10 models
vendor site · Basedash20 answers · 26 citations · 10 models
vendor site · ChartMogul18 answers · 28 citations · 9 models
vendor site · Maxio14 answers · 22 citations · 10 models
13 answers · 13 citations · 7 models
vendor site · NetSuite12 answers · 13 citations · 7 models
11 answers · 18 citations · 10 models
vendor site · G211 answers · 16 citations · 5 models
vendor site · Intempt11 answers · 11 citations · 8 models
10 answers · 18 citations · 9 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.
25 answers · 11 models
24 answers · 12 models
13 answers · 7 models
13 answers · 10 models
12 answers · 7 models
11 answers · 8 models
11 answers · 10 models
10 answers · 10 models
10 answers · 7 models
9 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best 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 |
|---|---|---|---|---|---|---|---|---|
| Maxio Metrics maxio.com | 20% | 64 | 0 | 32,891 | $518 | 59 | 6 | |
| ChartMogul chartmogul.com | 15% | 176 | 1,000 | 4 | 4,467 | 2 | ||
| Looker cloud.google.com | 13% | 77 | 18,100 | 2,051 | 7,405,347 | |||
| Zuora Revenue zuora.com Zuora Analytics 9%, Zuora Revenue 2% | 11% | 127 | 170 | 3 | 24,950 | 6 | ||
| Microsoft Power BI | 7% | 14,800 | 515 | |||||
| Databox databox.com | 4% | 110 | 3,600 | 68 | 60,861 | 4 | ||
| Basedash basedash.com | 4% | 9 | ||||||
| Salesforce salesforce.com Salesforce Revenue Cloud 4% | 4% | 44 | 550,000 | 60,632 | 7,941,323 company | $8,259 | 115 | |
| Subscript subscript.com | 4% | 6 | 6 | |||||
| Amplitude amplitude.com | 2% | 86 | 74,000 | 5,691 | 373,273 | $207 | 27 |
Google's top ten for the three searches hold 21 sites; 3 of them are among the sites the models cited here (baremetrics.com, maxio.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 an enterprise B2B company?”Paraphrase“Which ARR analytics tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade SaaS metrics tools and how do they differ?”Budget-constrained“What is the best SaaS metrics dashboard for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a SaaS metrics dashboard. What should we look at?”Negative“Which SaaS metrics tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Salesforce Revenue CloudMaxio MetricsChangedDataboxChartMogulno first choiceagainst: Amplitude, Domo, Google Analytics, Heap, Looker, Mixpanel, Spotfire
Three alternatives
Amplitude, Clari, FairviewFour alternatives
Amplitude, ChartMogul, Dreamdata, Ruler AnalyticsThree alternatives
Amplitude, Baremetrics, ChartMogulThree alternatives
Baremetrics, Basedash, YurbiGPT-5.4 miniLookerSalesforce Revenue CloudChangedCube, LookerChartMogulno first choiceagainst: OpenReplay, PostHog
Four alternatives
Domo, HockeyStack, Microsoft Power BI, TableauTwo alternatives
ChartMogul, ClariFive alternatives
Metabase, Microsoft Power BI, Sigma Computing, Tableau, dbt Semantic LayerTwo alternatives
Databox, GeckoboardGemini 3.5 FlashSubscriptagainst: Baremetrics, ProfitWell MetricsZuora Analytics, Zuora RevenueChangedagainst: Baremetrics, ChartMogul, ProfitWell MetricsAmplitude, Gainsight, Maxio Metrics, MixpanelChartMogulno first choiceagainst: Amplitude, Baremetrics, Chargebee, ChartMogul, Geckoboard, Heap, Klipfolio, Looker Studio, Mixpanel, Octane, PostHog, ProfitWell Metrics, Recurly, Stripe Billing Analytics
Five alternatives
Looker, Maxio Metrics, Mosaic.tech, Pigment, Sigma ComputingFive alternatives
Anaplan, Clari, Maxio Metrics, Pigment, SubscriptNine alternatives
ChartMogul, ChurnZero, Heap, Looker, Pigment, ProfitWell Metrics, Tableau, Totango, dbtSeven alternatives
Apache Superset, Metabase, Microsoft Power BI, Preset, ProfitWell Metrics, Torii, ZyloPerplexity SonarLookeragainst: DataboxZuora AnalyticsChangedChartMogul, Maxio MetricsMicrosoft Power BIagainst: Databox, Lookerno first choiceagainst: Amplitude, Baremetrics, Chargebee, ChartMogul, Google Analytics, Mixpanel, PostHog, ProfitWell Metrics, Recurly, Stripe
Four alternatives
Maxio Metrics, Microsoft Power BI, Tableau, YouniumThree alternatives
ChartMogul, Maxio Metrics, Warehouse + dbt + Looker/TableauEight alternatives
Adobe Analytics, Amplitude, Baremetrics, Databox, Microsoft Power BI, Mixpanel, Pendo, PostHogFour alternatives
ChartMogul, Domo, Maxio Metrics, Microsoft FabricGrok 4.20ChartMogulagainst: ProfitWell MetricsZuora AnalyticsChangedagainst: Baremetrics, ChartMogul, ProfitWell Metrics, Sigma Computing, Stripe BillingChartMogul, Maxio Metricsagainst: Baremetrics, ProfitWell MetricsMicrosoft Power BIagainst: Baremetrics, ChartMogul, Looker, ProfitWell Metrics, Tableauno first choiceagainst: Baremetrics, ChartMogul, Google Analytics, HockeyStack, ProfitWell Metrics, Tableau
Three alternatives
Amplitude, Baremetrics, MixpanelOne alternative
Maxio MetricsTwo alternatives
Amplitude, MixpanelTwo alternatives
Embeddable, Helical InsightMistral SmallFairviewMaxio MetricsChangedBaremetrics, ChartMogulagainst: Amplitude, Mixpanel, Stripe Billing AnalyticsGridagainst: Baremetrics, ChartMogul, Databox, Intempt, Mixpanel, ProfitWell Metrics, Zylono first choiceagainst: Amplitude, Mixpanel
Three alternatives
Basedash, Databox, Maxio MetricsTwo alternatives
ChartMogul, ScaleXPFour alternatives
Intempt, ProfitWell Metrics, SaaSGrid, YouniumOne alternative
BasedashDeepSeek V4 FlashChartMogulZuora AnalyticsChangedBaremetrics, ChartMogulDomoagainst: Baremetrics, ChartMogul, Microsoft Power BI, Tableauno first choiceagainst: Baremetrics, ChartMogul, ProfitWell Metrics, Stripe Billing Analytics
Five alternatives
Amplitude, Databox, Domo, Looker, MixpanelThree alternatives
Maxio Metrics, Oracle Subscription Management, Salesforce Revenue CloudFive alternatives
Amplitude, Clari, Databox, Gainsight, MixpanelTwo alternatives
SaaSGrid, SimpleKPILlama 4 Maverickno first choiceno first choiceHeldno first choiceBasedashno first choiceagainst: Baremetrics, ChartMogul, ProfitWell Metrics, Tableau
Qwen 3.7 FlashLookeragainst: TableauSubscriptChangedChartMogul, Subscriptions.appChartMogul, Lookerno first choiceagainst: Amplitude, Baremetrics, ChartMogul, Mixpanel
Five alternatives
Clari, Fathom, InsightSquared, Microsoft Power BI, dbtThree alternatives
ChartMogul, Grid, Maxio MetricsTwo alternatives
Paddle, Zuora RevenueOne alternative
Maxio MetricsKimi K2ChartMogul, Maxio MetricsMaxio MetricsChangedagainst: Zuora AnalyticsAmplitude, ChartMogulLookeragainst: Microsoft Power BI, Tableauno first choiceagainst: Baremetrics, ChartMogul, Fairview, ProfitWell Metrics
Two alternatives
Looker, TableauOne alternative
ChartMogulSeven alternatives
Baremetrics, Databox, Heap, Maxio Metrics, Microsoft Power BI, Mixpanel, TableauThree alternatives
Metabase, Microsoft Fabric Capacity, ThoughtSpotGLM 4.7 FlashXMaxio MetricsMaxio MetricsHeldagainst: Baremetricsno first choiceBasedashno first choiceagainst: Google Analytics, Looker, Microsoft Power BI, Tableau
Three alternatives
Amplitude, Databox, MixpanelTwo alternatives
ChartMogul, Zuora AnalyticsThree alternatives
Finout, GoodData, Seatbase SMPMiniMax M2.5Amplitude, Databoxno first choiceChangedno first choiceDataBrain, Klipfolioagainst: Microsoft Power BIno first choicenothing named
Two alternatives
ChartMogul, Microsoft Power BIEleven alternatives
Amplitude, Baremetrics, Chargebee, ChartMogul, ChurnZero, Custify, Maxio Metrics, Mixpanel, PostHog, ProfitWell Metrics, StripeThree alternatives
GoodData, Looker, Sisense FusionGPT-6 LunaLooker, Maxio Metrics, Microsoft Power BIMaxio MetricsChangedChartMogulEasy Insightagainst: Metabase Cloudno first choiceagainst: Baremetrics, Google Analytics, Maxio Metrics, Stripe's built-in metrics
One alternative
ChartMogulTwo alternatives
ChartMogul, ClariFour alternatives
Amplitude, Maxio Metrics, Mixpanel, Zuora AnalyticsOne alternative
ChartMogulMuse Glimmer 30BDataboxMaxio MetricsChangedAmplitude, MixpanelQrveyno first choiceagainst: Baremetrics, ChartMogul, Fincome, FunnelFox, GrowPanel, MRR.io, Mixpanel, ProfitWell Metrics
Seven alternatives
Amplitude, Baremetrics, ChartMogul, Looker, Microsoft Power BI, Mixpanel, TableauThree alternatives
Grid, SaaSGrid, Zuora AnalyticsSeven alternatives
Baremetrics, ChartMogul, Databox, Heap, Mosaic, Pendo, PostHogFour alternatives
Basedash, Databox, Draxlr, Klipfolio PowerMetricsBold 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 08:44 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:17 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:59 | no | 0 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:57 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 5 | 29 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:16 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:33 | yes | 22 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:39 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:26 | no | 0 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:46 | yes | 23 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:57 | yes | 22 | 31 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:31 | yes | 10 | 78 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:32 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:56 | yes | 13 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:58 | yes | 10 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:59 | yes | 3 | 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 12:12 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:16 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 10 | 29 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:20 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:29 | yes | 24 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:55 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:58 | yes | 9 | 50 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:45 | yes | 24 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:35 | yes | 24 | 266 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:32 | yes | 15 | 133 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:13 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:30 | yes | 23 | 31 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:38 | yes | 10 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:30 | yes | 5 | 9 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 08:39 | no | 0 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:08 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 9 | 34 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:57 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:53 | yes | 20 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:52 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:45 | no | 0 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:21 | yes | 24 | 66 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:01 | yes | 25 | 136 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:09 | yes | 5 | 48 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:51 | yes | 6 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:59 | yes | 15 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:12 | yes | 20 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:25 | 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 11:22 | no | 0 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:57 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 20 | 37 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:51 | yes | 5 | 24 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:35 | yes | 25 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:35 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:10 | yes | 5 | 41 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:42 | yes | 25 | 81 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:49 | yes | 22 | 33 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:46 | yes | 15 | 57 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:57 | yes | 3 | 24 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:58 | yes | 14 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:05 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:29 | 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 12:31 | no | 0 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:50 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 14 | 36 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:55 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:07 | yes | 25 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:41 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:01 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:08 | yes | 14 | 58 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:58 | yes | 15 | 47 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:20 | no | 0 | 11 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:46 | yes | 4 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:39 | yes | 15 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:59 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:26 | 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 12:23 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:48 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:11 | yes | 10 | 26 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:53 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:50 | yes | 25 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:37 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:50 | yes | 5 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:33 | yes | 25 | 32 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:50 | yes | 25 | 52 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:19 | yes | 20 | 148 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:39 | yes | 3 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:13 | yes | 22 | 37 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
Maxio read as Maxio Metrics
Maxio (Metrics) read as Maxio Metrics
Maxio (SaaSOptics + Chargify) read as Maxio Metrics
Maxio (SaaSOptics/Chargify) read as Maxio Metrics
Maxio (formerly Chargify + SaaSOptics) read as Maxio Metrics
Maxio (formerly SaaSOptics + Chargify) read as Maxio Metrics
NetSuite read as Oracle NetSuite
ProfitWell read as ProfitWell Metrics
ProfitWell (Paddle) read as ProfitWell Metrics
ProfitWell (by Paddle) read as ProfitWell Metrics
ProfitWell (now Paddle Revenue) read as ProfitWell Metrics
ProfitWell (now Paddle) read as ProfitWell Metrics
ProfitWell by Paddle read as ProfitWell Metrics
ProfitWell/Paddle read as ProfitWell Metrics
SaaSOptics read as Maxio Metrics
Sigma read as Sigma Computing
Stripe Analytics read as Stripe Billing Analytics
Zuora read as Zuora Analytics
Zuora (Tidal) read as Zuora Analytics
Unresolved, counted raw
Easy Insight
FunnelFox
Gigacatalyst
Helical Insight
InsightSquared
Leena
Metabase Cloud
Microsoft Fabric Capacity (F-SKU)
Mosaic.tech
Nudge Security
Octane
OneUptime
OpenReplay
Oracle Subscription Management
Paro.ai
Power BI Embedded
Ruler Analytics
Salesforce Einstein Analytics
Seatbase SMP
Sisense Fusion
Spotter
Stripe's built-in metrics
Subscriptions.app
Toucan Toco
UXCam
Warehouse + dbt + Looker/Tableau
Yurbi
Zuar
dbt Semantic Layer
Discontinued, still offered
No shut-down product was recommended here.