SaaS metrics and analytics for small business buyers
Asked as “SaaS metrics dashboard”, and as “ARR analytics tool”, on behalf of a small B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
41%
Clear leader
41ChartMogul21ProfitWell Metrics16Baremetrics21others
41% of first choices, clear leader.
Since October 2026▼−12Since October 2026: 53% → 41%, −12 points. Past the 10-point floor: movement.ChartMogul held the lead, −12 points on 53%, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
ChartMogul41%Clear leader▼−12Since October 2026: 53% → 41%, −12 points. Past the 10-point floor: movement.This pageMid-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.Standing →
ChartMogul41%Clear leader▼−12Since October 2026: 53% → 41%, −12 points. Past the 10-point floor: movement.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01ChartMogul41%7%68endorsed leader▼−12Since October 2026: 53% → 41%, −12 points. Past the 10-point floor: movement.53% → 41%
ChartMogul41%7%68endorsed leader▼−12Since October 2026: 53% → 41%, −12 points. Past the 10-point floor: movement.53% → 41%02
ProfitWell Metrics21%6%48accepted challenger▼−5Since October 2026: 26% → 21%, −5 points. Inside the 10-point floor: within noise.26% → 21%
ProfitWell Metrics21%6%48accepted challenger▼−5Since October 2026: 26% → 21%, −5 points. Inside the 10-point floor: within noise.26% → 21%03
Baremetrics16%12%58accepted challenger▲+3Since October 2026: 13% → 16%, +3 points. Inside the 10-point floor: within noise.13% → 16%
Baremetrics16%12%58accepted challenger▲+3Since October 2026: 13% → 16%, +3 points. Inside the 10-point floor: within noise.13% → 16%04
Databox7%3%35accepted challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 10-point floor: within noise.2% → 7%
Databox7%3%35accepted challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 10-point floor: within noise.2% → 7%05
Looker Studio Lab in the set5%9%23accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 10-point floor: within noise.2% → 5%
Looker Studio Lab in the set5%9%23accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 10-point floor: within noise.2% → 5%Show the nine products at 0%, ordered by negative rate
15
Tableau0%82%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Tableau0%82%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%14Maxio Metrics0%77%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Maxio Metrics0%77%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%13Google Analytics Lab in the set0%70%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
12
Amplitude0%54%28criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Amplitude0%54%28criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
Heap0%45%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Heap0%45%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10Microsoft Power BI0%40%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
08
Mixpanel0%27%37criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Mixpanel0%27%37criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
Metabase0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Metabase0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%07
PostHog0%7%27accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
PostHog0%7%27accepted 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 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 three times of 52. Google Analytics 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
0102030405
06070809M10
1112G13
1415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01ChartMogul41%
ChartMogul41%02ProfitWell Metrics21%
ProfitWell Metrics21%03Baremetrics16%
Baremetrics16%04Databox7%
Databox7%05Looker Studio5%
Looker Studio5%06Intempt2%
Intempt2%07PostHog0%
PostHog0%08Mixpanel0%
Mixpanel0%09Metabase0%
Metabase0%10Microsoft Power BI0%
11Heap0%
Heap0%12Amplitude0%
Amplitude0%13Google Analytics0%
14Maxio Metrics0%
Maxio Metrics0%15Tableau0%
Tableau0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX 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.
Amplitude54%
15 of 28 labels negative · 12 of 14 models · 3 hard negative
“Enterprise-heavy tools like Amplitude, Mixpanel, or Pendo are excluded as they're more product analytics-focused and can get expensive quickly.” Grok 4.20, comparative prompt
Mixpanel27%
10 of 37 labels negative · 9 of 14 models · 2 hard negative
“Enterprise-heavy tools like Amplitude, Mixpanel, or Pendo are excluded” Grok 4.20, comparative prompt
Tableau82%
9 of 11 labels negative · 8 of 14 models · 7 hard negative
“Avoid until you have a dedicated analytics person: Tableau (~$70/user/month): Requires SQL knowledge and data modeling expertise.” Kimi K2, negative prompt
Maxio Metrics77%
10 of 13 labels negative · 8 of 14 models · 3 hard negative
“Why to avoid: Tools like Maxio (formerly SaaSOptics) or NetSuite SuiteAnalytics are built for late-stage SaaS companies” Gemini 3.5 Flash, 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
76 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. 795 links across 221 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 · Baremetrics46 answers · 82 citations · 14 models
vendor site · Intempt35 answers · 35 citations · 10 models
vendor site · Databox32 answers · 47 citations · 12 models
vendor site · ChartMogul23 answers · 32 citations · 10 models
18 answers · 27 citations · 10 models
17 answers · 19 citations · 9 models
vendor site · Basedash15 answers · 20 citations · 9 models
vendor site · G215 answers · 18 citations · 9 models
vendor site · NetSuite14 answers · 16 citations · 10 models
13 answers · 22 citations · 7 models
12 answers · 14 citations · 7 models
12 answers · 12 citations · 5 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.
35 answers · 10 models
24 answers · 9 models
22 answers · 11 models
17 answers · 9 models
15 answers · 7 models
14 answers · 8 models
12 answers · 8 models
12 answers · 5 models
10 answers · 6 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 | 41% | 176 | 1,000 | 4 | 4,467 | 2 | ||
| ProfitWell paddle.com ProfitWell Metrics 21% | 21% | 105 | 10 | 0 | 172,079 | 31 | ||
| Baremetrics baremetrics.com | 16% | 136 | 590 | 3 | 42,517 | 26 | 6 | |
| Databox databox.com | 7% | 110 | 3,600 | 68 | 60,861 | 4 | ||
| Looker Studio lookerstudio.google.com | 5% | 72 | 40,500 | 452 | 5,456 | |||
| Intempt intempt.com | 2% | 20 | ||||||
| Google Sheets google.com | 2% | 112 | 3,350,000 | 53,730 | 1,800,358,416 | $465,944 | 5 | |
| ScaleXP scalexp.com | 2% | 32 | ||||||
| Cyfe cyfe.com | 2% | 2 | ||||||
| SaaS Metrics Dashboard in Excel | 2% |
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 small B2B company?”Paraphrase“Which ARR analytics tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top SaaS metrics tools for a small team and how do they differ?”Budget-constrained“What is the best SaaS metrics dashboard for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a SaaS metrics dashboard. What should we look at?”Negative“Which SaaS metrics tools should a small business avoid or be cautious about?”
Claude Haiku 4.5ProfitWell MetricsChartMogulChangedGoogle Analyticsagainst: AmplitudeProfitWell Metricsno first choiceagainst: Domo, FullStory, Google Analytics, Heap, Pendo, Salesforce Analytics, Tableau, Zoho Analytics
Three alternatives
ChartMogul, Databox, MetabaseOne alternative
BaremetricsFour alternatives
Baremetrics, Heap, Hotjar, ProfitWell MetricsTwo alternatives
Geckoboard, Looker StudioGPT-5.4 miniChartMogulBaremetricsChangedMixpanelDataboxno first choiceagainst: Amplitude, Google Analytics, Mixpanel
Three alternatives
Baremetrics, Microsoft Power BI, TableauTwo alternatives
Microsoft Power BI, SubscriptFive alternatives
Amplitude, Baremetrics, Heap, Pendo, PostHogTwo alternatives
ChartMogul, Stripe SigmaGemini 3.5 FlashChartMogulChartMogulHeldChartMogul, ProfitWell MetricsChartMogul, ProfitWell MetricsChartMogulagainst: Amplitude, Basic Stripe Reporting, Domo, Heap, Looker, Maxio Metrics, Mixpanel, Oracle NetSuite, Raw PayPal, Sisense, Tableau
Five alternatives
Baremetrics, Databox, Geckoboard, June.so, ProfitWell MetricsThree alternatives
Baremetrics, Maxio Metrics, ProfitWell MetricsThree alternatives
Baremetrics, Databox, PostHogThree alternatives
Databox, Looker Studio, Stripe Billing AnalyticsFour alternatives
Baremetrics, Causal, Mosaic, ProfitWell MetricsPerplexity SonarDataboxChartMogulChangedagainst: Maxio Metrics, ScaleXPBaremetrics, ChartMogulagainst: AmplitudeLooker Studioagainst: Metabaseno first choiceagainst: Baremetrics, ChartMogul, Microsoft Power BI, Tableau
Five alternatives
ChartMogul, Dreamdata, Looker Studio, Mixpanel, PostHogTwo alternatives
Baremetrics, ProfitWell MetricsFive alternatives
Databox, Heap, Mixpanel, PostHog, ProfitWell MetricsFour alternatives
ChartMogul, Databox, Mixpanel, PostHogGrok 4.20ProfitWell Metricsagainst: Founderpath, Maxio Metrics, SaaSGridBaremetricsChangedagainst: Sigma Computing, Stripe BillingProfitWell Metricsagainst: Amplitude, Maxio Metrics, Mixpanel, PendoBaremetricsagainst: Amplitude, Mixpanel, Pendono first choiceagainst: Looker, Looker Studio, Microsoft Power BI, Tableauagainst: Baremetrics, Maxio Metrics, ProfitWell Metrics
Two alternatives
Baremetrics, ChartMogulTwo alternatives
ChartMogul, ProfitWell MetricsThree alternatives
Baremetrics, ChartMogul, SaaSGridThree alternatives
ChartMogul, Databox, Looker StudioSix alternatives
Amplitude, Baremetrics, ChartMogul, Mixpanel, ProfitWell Metrics, UsermavenMistral SmallIntemptBaremetrics, ChartMogulChangedIntemptagainst: Maxio MetricsCyfe, Databoxno first choiceagainst: Amplitude, Domo, Google Analytics, Mixpanel, Pendo, Salesforce Analytics, Tableau
Four alternatives
Baremetrics, ChartMogul, Databox, MetabaseOne alternative
ProfitWell MetricsFive alternatives
Amplitude, Baremetrics, ChartMogul, Databox, MixpanelTwo alternatives
ChartMogul, ProfitWell MetricsDeepSeek V4 FlashChartMogulBaremetricsChangedProfitWell Metricsagainst: AmplitudeChartMogulagainst: Geckoboard, Klipfolio, Microsoft Power BI, TableauChartMogul, ProfitWell Metricsagainst: Maxio Metrics, Zuora Analyticsagainst: Amplitude, Baremetrics, ChartMogul, Google Analytics, Heap, HubSpot Analytics, Looker, Microsoft Power BI, Mixpanel, Pendo, Tableau
Three alternatives
Baremetrics, Databox, Looker StudioThree alternatives
ChartMogul, Maxio Metrics, ProfitWell MetricsFive alternatives
Baremetrics, ChartMogul, Databox, Mixpanel, PostHogThree alternatives
Baremetrics, Databox, Looker StudioTwo alternatives
Baremetrics, DataboxLlama 4 MaverickGoogle Sheets, SaaS Metrics Dashboard in ExcelChartMogul, ScaleXPChangedDataboxLooker Studiono first choicenothing named
Three alternatives
Intempt, Metabase, Taskade GenesisSix alternatives
Amplitude, Baremetrics, ChartMogul, Heap, Mixpanel, PostHogThree alternatives
Databox, Intempt, Microsoft Power BIQwen 3.7 FlashBaremetrics, ChartMogulBaremetricsChangedagainst: Maxio MetricsBaremetricsagainst: Amplitude, Databox, IntemptChartMogulno first choiceagainst: Amplitude, BigQuery, Google Analytics, Looker Studio, Microsoft PowerBI, Mixpanel, Salesforce Marketing Cloud, Snowflake, Tableau
Two alternatives
Looker Studio, ProfitWell MetricsOne alternative
ChartMogulThree alternatives
Mixpanel, PostHog, ProfitWell MetricsSeven alternatives
Baremetrics, Databox, Excel or Google Sheets Templates, Looker Studio, Metabase, PostHog, Starkers.ioKimi K2ProfitWell MetricsChartMogul, ProfitWell MetricsChangedProfitWell MetricsProfitWell Metricsagainst: BaremetricsChartMogul, ProfitWell Metricsagainst: SaaSGridagainst: Adobe Analytics, Amplitude, Baremetrics, ChartMogul, Funnel.io, Google Analytics, Heap, Hotjar, Mention, Mixpanel, PostHog, ProfitWell Metrics, Salesforce, Tableau
Two alternatives
Baremetrics, ChartMogulOne alternative
BaremetricsSeven alternatives
Amplitude, Baremetrics, ChartMogul, Databox, Metabase, Mixpanel, PostHogThree alternatives
ChartMogul, Databox, Looker StudioTwo alternatives
Baremetrics, DataboxGLM 4.7 FlashXBaremetrics, ChartMogulChartMogulChangedMixpanelagainst: Amplitude, PendoLooker Studiono first choiceagainst: Baremetrics, Google Analytics, ProfitWell Metrics
Two alternatives
Looker Studio, MetabaseOne alternative
BaremetricsSeven alternatives
Baremetrics, ChartMogul, Heap, HubSpot, Intempt, Looker Studio, PostHogThree alternatives
Baremetrics, ChartMogul, DataboxMiniMax M2.5ChartMogulChartMogulHeldBaremetrics, ProfitWell MetricsChartMogul, Databoxno first choiceagainst: Baremetrics, ChartMogul, Mixpanel, Sage Intacct
Three alternatives
Baremetrics, Metabase, ProfitWell MetricsThree alternatives
Baremetrics, Databox, ScaleXPFour alternatives
ChartMogul, GrowthBook, Intempt, MixpanelThree alternatives
Looker Studio, Microsoft Power BI, MixpanelGPT-6 LunaChartMogulChartMogulHeldProfitWell MetricsProfitWell Metricsno first choiceagainst: Amplitude, ChartMogul, Maxio Metrics, Mixpanel, PostHog, RevenueCat
Two alternatives
ProfitWell Metrics, Stripe's built-in Billing analyticsOne alternative
BaremetricsFour alternatives
Baremetrics, ChartMogul, Mixpanel, PostHogOne alternative
ChartMogulMuse Glimmer 30BBaremetricsProfitWell MetricsChangedProfitWell MetricsProfitWell Metricsno first choiceagainst: Amplitude, Datadog, Looker, Maxio Metrics, New Relic, Segment, Snowflake, dbt
Three alternatives
ChartMogul, Databox, ProfitWell MetricsThree alternatives
Baremetrics, ChartMogul, ScaleXPTwo alternatives
Baremetrics, ChartMogulSix alternatives
Baremetrics, ChartMogul, Databox, Mixpanel, PostHog, Taskade GenesisBold 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 12:18 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:59 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:54 | yes | 10 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:07 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:04 | yes | 8 | 26 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:31 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:19 | yes | 18 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:41 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:59 | no | 0 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:33 | yes | 13 | 34 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:31 | yes | 14 | 17 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:42 | yes | 15 | 30 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:42 | yes | 4 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:29 | yes | 15 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:40 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:50 | yes | 3 | 4 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 10:36 | yes | 7 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:20 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 5 | 24 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:43 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:01 | yes | 20 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:34 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:35 | yes | 5 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:42 | yes | 20 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:24 | yes | 10 | 49 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:53 | yes | 10 | 26 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:20 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:52 | yes | 15 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:14 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:57 | yes | 6 | 8 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 12:43 | no | 0 | 13 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:52 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 5 | 35 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:01 | yes | 5 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:40 | yes | 23 | 29 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:22 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:34 | yes | 8 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:52 | yes | 19 | 52 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:36 | yes | 14 | 92 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:40 | yes | 10 | 46 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:18 | yes | 6 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:01 | yes | 13 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:07 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:16 | yes | 3 | 6 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 11:14 | yes | 8 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:47 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 5 | 34 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:18 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:43 | yes | 24 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:55 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:32 | yes | 5 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:52 | yes | 10 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:48 | yes | 25 | 33 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:19 | yes | 5 | 38 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:36 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:19 | yes | 14 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:59 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:50 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:50 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:42 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 5 | 41 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:49 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:10 | yes | 21 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:26 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:41 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:12 | yes | 9 | 57 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:58 | yes | 14 | 58 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:49 | no | 0 | 75 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:28 | yes | 2 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:37 | yes | 13 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:37 | yes | 19 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:34 | 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 08:46 | yes | 10 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:17 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 25 | 33 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:27 | yes | 15 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:06 | yes | 23 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:44 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:59 | yes | 10 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:46 | yes | 14 | 49 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:42 | yes | 25 | 98 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:02 | yes | 14 | 60 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:08 | yes | 5 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:58 | yes | 14 | 24 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 (DIY Approach) read as Looker Studio
Google Looker Studio (Data Studio) read as Looker Studio
Google Looker Studio (formerly Data Studio) read as Looker Studio
Maxio read as Maxio Metrics
Maxio (formerly Chargify + SaaSOptics) read as Maxio Metrics
Maxio (formerly ProfitWell) read as Maxio Metrics
Maxio (formerly SaaSOptics) read as Maxio Metrics
NetSuite read as Oracle NetSuite
ProfitWell read as ProfitWell Metrics
ProfitWell (Metrics) read as ProfitWell Metrics
ProfitWell (by Paddle) read as ProfitWell Metrics
ProfitWell (by Stripe) read as ProfitWell Metrics
ProfitWell (now Paddle Retain) read as ProfitWell Metrics
ProfitWell (now part of Paddle) read as ProfitWell Metrics
Stripe's built-in analytics read as Stripe Billing Analytics
Zuora read as Zuora Analytics
Unresolved, counted raw
Basic Stripe Reporting
BetterStack
Chargebee's built-in analytics
CloudWatch
DuckDB
Excel or Google Sheets Templates
Firebase
Funnel.io
GrowthBook
HubSpot Analytics
Mention
Microsoft Clarity
Microsoft PowerBI
Raw PayPal
Saasly
Salesforce Marketing Cloud
Sleek
Starkers.io
Stripe Billing dashboards
Stripe's built-in Billing analytics
Vena Solutions Free SaaS Revenue Planning Dashboard
Discontinued, still offered
No shut-down product was recommended here.