SaaS metrics and analytics for enterprise buyers
Asked as “SaaS metrics dashboard”, and as “ARR analytics tool”, on behalf of an enterprise B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
25%
Contested · Maxio Metrics 8%
25ChartMogul08Maxio Metrics08Zuora60others
25% of first choices, contested.
Since September 2026▲+4Since September 2026: 19% → 22%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.ChartMogul held the lead, +4 points on 19%, 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
ChartMogul53%Clear leader▲+14Since September 2026: 37% → 51%, +14 points. Past the 10-point floor: movement. Read over the models both editions asked.Standing →Mid-marketChartMogul49%Clear leader▲+2Since September 2026: 45% → 48%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseChartMogul25%Contested▲+4Since September 2026: 19% → 22%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.This page
ChartMogul53%Clear leader▲+14Since September 2026: 37% → 51%, +14 points. Past the 10-point floor: movement. Read over the models both editions asked.Standing →Mid-marketChartMogul49%Clear leader▲+2Since September 2026: 45% → 48%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseChartMogul25%Contested▲+4Since September 2026: 19% → 22%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.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 September 2026
01ChartMogul25%30%53criticized challenger▲+4Since September 2026: 19% → 22%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.19% → 22%
ChartMogul25%30%53criticized challenger▲+4Since September 2026: 19% → 22%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.19% → 22%02
Maxio Metrics8%3%30accepted challenger▼−5Since September 2026: 14% → 9%, −5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.14% → 9%
Maxio Metrics8%3%30accepted challenger▼−5Since September 2026: 14% → 9%, −5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.14% → 9%03
Looker Lab in the set6%11%27accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 4%
Looker Lab in the set6%11%27accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 4%04Microsoft Power BI2%30%23criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
05
PostHog2%20%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
PostHog2%20%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%06
Tableau2%43%28criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%
Tableau2%43%28criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%07
Baremetrics2%55%40criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%
Baremetrics2%55%40criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%Show the four products at 0%, ordered by negative rate
11
ProfitWell Metrics0%54%24criticized challenger▼−7Since September 2026: 7% → 0%, −7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.7% → 0%
ProfitWell Metrics0%54%24criticized challenger▼−7Since September 2026: 7% → 0%, −7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.7% → 0%10
Databox0%22%18accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
Databox0%22%18accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%09
Mixpanel0%22%23accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Mixpanel0%22%23accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%08
Amplitude0%15%27accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Amplitude0%15%27accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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 three times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
All twenty-eight head-to-head pages: the top eight products, each against each
ChartMogul vs Looker StudioChartMogul vs BaremetricsChartMogul vs AmplitudeChartMogul vs LookerProfitWell Metrics vs Maxio MetricsProfitWell Metrics vs DataboxProfitWell Metrics vs Looker StudioProfitWell Metrics vs BaremetricsProfitWell Metrics vs AmplitudeProfitWell Metrics vs LookerMaxio Metrics vs DataboxMaxio Metrics vs Looker StudioMaxio Metrics vs BaremetricsMaxio Metrics vs AmplitudeMaxio Metrics vs LookerDatabox vs Looker StudioDatabox vs BaremetricsDatabox vs AmplitudeDatabox vs LookerLooker Studio vs BaremetricsLooker Studio vs AmplitudeLooker Studio vs LookerBaremetrics vs AmplitudeBaremetrics vs LookerAmplitude vs Looker
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 →
010203M04
05060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01ChartMogul25%
ChartMogul25%02Maxio Metrics8%
Maxio Metrics8%03Looker6%
Looker6%04Microsoft Power BI2%
05PostHog2%
PostHog2%06Tableau2%
Tableau2%07Baremetrics2%
Baremetrics2%08Amplitude0%
Amplitude0%09Mixpanel0%
Mixpanel0%10Databox0%
Databox0%11ProfitWell Metrics0%
ProfitWell Metrics0%What they warned about
One 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 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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.
Baremetrics55%
22 of 40 labels negative · 12 of 14 models · 9 hard negative
“Tools to Avoid or Approach with Extreme Caution: - **Baremetrics**: Best for simple Stripe-based SaaS under $5M ARR. Lacks SCIM provisioning/SSO” Grok 4.1 Fast, negative prompt
ChartMogul30%
16 of 53 labels negative · 10 of 14 models · 4 hard negative
“Basic/out-of-the-box ChartMogul**: Fine for mid-market but assumes simple sales processes... AI recommendations explicitly flag it (alongside Baremetrics) as unpredictable at scale.” Grok 4.1 Fast, negative prompt
ProfitWell Metrics54%
13 of 24 labels negative · 9 of 14 models · 5 hard negative
“here are the SaaS metrics tools that large enterprises should **avoid or be cautious about**... Best suited for early-stage companies (under $50K MRR), not enterprise scale” Kimi K2, negative prompt
Tableau43%
12 of 28 labels negative · 9 of 14 models · 5 hard negative
“Basic Tableau - Pricing structure becomes problematic beyond ~1,000 users; lacks built-in SaaS-specific metrics” GLM 4.7 FlashX, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 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. 1126 links across 372 sites, every framing counted. Ranked by the number of answers carrying the site or page. 52 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 · Baremetrics44 answers · 88 citations · 12 models
vendor site · Databox27 answers · 44 citations · 11 models
25 answers · 25 citations · 11 models
21 answers · 30 citations · 11 models
20 answers · 49 citations · 10 models
20 answers · 35 citations · 9 models
20 answers · 20 citations · 9 models
vendor site · Younium14 answers · 15 citations · 8 models
vendor site · Maxio12 answers · 18 citations · 6 models
vendor site · US Tech Automations12 answers · 13 citations · 11 models
vendor site · GoodData11 answers · 12 citations · 9 models
11 answers · 11 citations · 7 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 · 12 models
25 answers · 11 models
20 answers · 9 models
18 answers · 10 models
14 answers · 8 models
14 answers · 9 models
13 answers · 8 models
12 answers · 9 models
12 answers · 7 models
12 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 | 25% | 177 | 1,000 | 4 | 4,467 | 2 | ||
| Maxio Metrics maxio.com | 8% | 61 | 0 | 32,891 | $518 | 59 | 6 | |
| Zuora zuora.com | 8% | 35 | 5,400 | 272 | 24,950 | 6 | ||
| Looker cloud.google.com Looker 6%, BigQuery 2% | 8% | 88 | 22,200 | 2,048 | 7,405,347 | |||
| Salesforce salesforce.com Salesforce Revenue Cloud 6% | 6% | 35 | 550,000 | 60,632 | 7,941,323 company | $8,259 | 115 | |
| CloudEagle cloudeagle.ai CloudEagle 2%, CloudEagle.ai 2% | 4% | 5 | 170 | 10 | 28,845 | $325 | 5 | |
| Gainsight gainsight.com | 2% | 10 | 8,100 | 426 | 59,569 | 58 | ||
| Clari clari.com | 2% | 8 | 444,225 | |||||
| Snowflake snowflake.com | 2% | 8 | 368,000 | 37,077 | 718,749 | 118 | ||
| Microsoft Power BI | 2% | 14,800 | 515 |
Google's top ten for the three searches hold 21 sites; 2 of them are among the sites the models cited here (baremetrics.com, maxio.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 CloudZuoraChangedChartMogulCloudFuze Manageno first choiceagainst: Tableau
Three alternatives
Amplitude, Fairview, HubSpot Operations HubFour alternatives
6sense, Adobe Marketo Measure, Clari, Maxio MetricsTwo alternatives
Amplitude, BaremetricsTwo alternatives
Baremetrics, ChartMogulGPT-5.4 miniLookerChartMogulChangedAmplitude, MixpanelPostHogagainst: Looker, Tableauno first choicenothing named
Three alternatives
Kyvos Semantic Layer, Microsoft Power BI, TableauFour alternatives
Looker, Microsoft Power BI, Snowflake, TableauTwo alternatives
Flexera One, SpendbaseGemini 3.5 FlashMaxio Metrics, SubscriptBigQuery, SnowflakeChangedagainst: Baremetrics, StripeChartMogulChartMogul, Microsoft Power BI via Microsoft Fabric Capacityno first choiceagainst: Baremetrics, ChartMogul, Geckoboard, Klipfolio, ProfitWell Metrics, Stripe Analytics, Stripe Billing
Eleven alternatives
BigQuery, ChartMogul, Dreamdata, Gainsight, HockeyStack, Looker, Microsoft Power BI, Planhat, Snowflake, Tableau, dbtTen alternatives
ChartMogul, Clari, Databricks, Gainsight, Maxio Metrics, Microsoft Power BI, Salesforce Revenue Cloud, Tableau, Zuora, dbtSeven alternatives
Amplitude, Clari, Gainsight, Gong, Maxio Metrics, Subscript, ZuoraThree alternatives
Databox, Metabase Self-Hosted, ProfitWell MetricsPerplexity SonarMaxio Metricsagainst: DataboxChartMogul, Salesforce Revenue CloudChangedBaremetrics, ChartMogulMaxio Metricsno first choiceagainst: Amplitude, Baremetrics, Databox, Heap, Mixpanel, Pipedrive, PostHog
Four alternatives
Amplitude, ChartMogul, Looker, Microsoft Power BIOne alternative
Maxio MetricsFour alternatives
Looker, Maxio Metrics, Tableau, ThoughtSpotThree alternatives
Baremetrics, ChartMogul, DataboxGrok 4.1 FastChartMogulagainst: BaremetricsClariChangedagainst: Salesforce Tableau CRMAmplitude, ChartMogul, MixpanelQrveyagainst: Hex, Looker, Metabase, Microsoft Power BI, Mode, Sigma Computing, Tableauno first choiceagainst: Amplitude, Baremetrics, ChartMogul, Mixpanel, PostHog, ProfitWell Metrics, Tableau
Three alternatives
Looker, Maxio Metrics, TableauTwo alternatives
Maxio Metrics, PigmentFive alternatives
Baremetrics, Databox, Heap, PostHog, ProfitWell MetricsOne alternative
Power BI Premium CapacityMistral SmallChartMogulMaxio Metrics, TekStackChangedno first choiceRevealagainst: Baremetrics, ChartMogul, Mixpanelno first choiceagainst: Baremetrics, ChartMogul, ProfitWell Metrics, Tableau
Two alternatives
Baremetrics, DataboxDeepSeek V4 FlashChartMogulagainst: Amplitude, Baremetrics, Looker Studio, Mixpanel, ProfitWell MetricsZuoraChangedagainst: ChartMogulAmplitude, Maxio Metricsagainst: Baremetrics, Heap, ProfitWell MetricsDataBrainagainst: Baremetrics, ChartMogul, Domo, Looker, Microsoft Power BI, Sisense, Tableau, ThoughtSpotno first choiceagainst: Amplitude, Baremetrics, Chargebee Insights, ChartMogul, Databox, Heap, Klipfolio, Microsoft Power BI, Mixpanel, Stripe Revenue Recognition, Tableau
Four alternatives
Looker, Maxio Metrics, Microsoft Power BI, MosaicTwo alternatives
Clari, Maxio MetricsThree alternatives
ChartMogul, Mixpanel, MosaicOne alternative
QrveyLlama 4 MaverickStripeARRGuide, OrdwayChangedno first choiceno first choiceBasedash, CloudEagle, Gainsightagainst: Baremetrics, ChartMogul, ProfitWell Metrics, Tableau
Two alternatives
Databox, YouniumQwen 3.7 FlashChartMogulLooker, TableauChangedChartMogul, Maxio MetricsZyloagainst: Microsoft Power BI, Tableauno first choiceagainst: Baremetrics, ChartMogul, Databox, FullStory, Hotjar, Klipfolio, Subarctic
Three alternatives
Looker, ProfitWell Metrics, VellumFive alternatives
ChartMogul, Clari, Gainsight, Snowflake, dbtFour alternatives
Amplitude, Baremetrics, Databox, Paddle AnalyticsThree alternatives
Cloudability, Torii, TotangoKimi K2Baremetrics, ChartMogulagainst: ProfitWell MetricsMosaicChangedagainst: Baremetrics, ChartMogulBaremetrics, ChartMogulagainst: ProfitWell MetricsChartMogulagainst: ProfitWell Metricsno first choiceagainst: Baremetrics, ChartMogul, ProfitWell Metrics
Five alternatives
Amplitude, Looker, Mixpanel, Sisense, TableauThree alternatives
Drivetrain, Maxio Metrics, ZuoraFour alternatives
Gainsight, Looker, Maxio Metrics, PlanhatTwo alternatives
Maxio Metrics, SimpleKPIGLM 4.7 FlashXno first choiceagainst: ChartMogulZuoraChangedAmplitude, ChartMogulCloudEagle.aiagainst: Baremetrics, Microsoft Power BI, Tableauno first choiceagainst: Baremetrics, ChartMogul, Google Analytics, Microsoft Power BI, ProfitWell Metrics, Tableau
Two alternatives
ChartMogul, YouniumFive alternatives
Baremetrics, Databox, Looker, Microsoft Power BI, MixpanelThree alternatives
Apptio Cloudability, ManageEngine SaaS Manager Plus, ZyloMiniMax M2.5ChartMogulSalesforce Revenue Cloud, ZuoraChangedBaremetrics, ChartMogulno first choiceno first choiceagainst: Baremetrics, Basic ProfitWell, Early-stage ChartMogul plans
Two alternatives
Baremetrics, LookerTwo alternatives
ChartMogul, GainsightFive alternatives
Amplitude, Databox, Gainsight, PostHog, TotangoGPT-6 LunaLooker, Microsoft Power BIChartMogulChangedChartMogul, Maxio MetricsKlipfolio Klipsno first choiceagainst: Baremetrics, ChartMogul, ProfitWell Metrics, Spreadsheets or manual CSV imports
Two alternatives
ChartMogul, Maxio MetricsOne alternative
Maxio MetricsSix alternatives
Amplitude, Anaplan, Looker, Mixpanel, Pendo, PigmentOne alternative
GeckoboardMuse Glimmer 30BChartMogulagainst: BaremetricsChartMogulHeldBaremetrics, ChartMogulagainst: Maxio MetricsMetabase, Taskade Genesisagainst: Baremetrics, ChartMogul, Microsoft Power BI, Tableau Creator, ThoughtSpotno first choiceagainst: Baremetrics, ChartMogul, ProfitWell Metrics, Tableau
Three alternatives
Databox, Domo, Maxio MetricsOne alternative
Maxio MetricsSix alternatives
Amplitude, Gainsight PX, Heap, Mixpanel, Pendo, ProfitWell MetricsOne alternative
ProfitWell MetricsBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 08:08 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:24 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:54 | yes | 21 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:08 | yes | 29 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:27 | yes | 22 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:07 | yes | 13 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:40 | yes | 23 | 43 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:02 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:37 | no | 0 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:39 | yes | 19 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:05 | yes | 15 | 234 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:29 | yes | 15 | 62 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:25 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:01 | yes | 15 | 34 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:21 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:19 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:16 | yes | 17 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:09 | yes | 20 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:13 | yes | 22 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:26 | yes | 5 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:37 | yes | 25 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:43 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:02 | no | 0 | 43 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:52 | yes | 20 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:08 | yes | 18 | 82 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:24 | yes | 5 | 15 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:33 | yes | 2 | 21 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:16 | yes | 19 | 69 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:17 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:20 | yes | 3 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:23 | yes | 19 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:05 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:45 | yes | 22 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:23 | yes | 7 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:01 | yes | 23 | 64 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:21 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:45 | yes | 10 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:49 | yes | 19 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:29 | yes | 21 | 112 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:26 | yes | 9 | 24 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:20 | yes | 7 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:40 | yes | 23 | 52 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:55 | yes | 17 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:34 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:37 | yes | 19 | 33 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:44 | yes | 19 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:03 | yes | 25 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:16 | yes | 7 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:26 | yes | 23 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:06 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:53 | no | 0 | 38 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:33 | yes | 22 | 42 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:26 | yes | 23 | 72 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:40 | yes | 19 | 93 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:40 | yes | 2 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:02 | yes | 21 | 38 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:26 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:30 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:23 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:48 | yes | 18 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:04 | yes | 24 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:38 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:17 | yes | 24 | 41 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:40 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:32 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:55 | yes | 22 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:52 | yes | 15 | 24 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:42 | yes | 5 | 42 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:02 | yes | 4 | 27 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:51 | yes | 14 | 45 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:11 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:37 | yes | 3 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:43 | yes | 21 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:01 | yes | 24 | 6 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:14 | yes | 22 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:47 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:02 | yes | 25 | 94 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:17 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:05 | yes | 9 | 50 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:42 | yes | 23 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:29 | yes | 23 | 106 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:15 | yes | 9 | 24 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:42 | yes | 4 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:28 | yes | 23 | 34 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 BigQuery read as BigQuery
Maxio read as Maxio Metrics
Maxio (formerly Chargify + SaaSOptics) 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 (Paddle Metrics) read as ProfitWell Metrics
ProfitWell (by Paddle) read as ProfitWell Metrics
ProfitWell (now Paddle Metrics) read as ProfitWell Metrics
ProfitWell (now Paddle) read as ProfitWell Metrics
ProfitWell/Paddle read as ProfitWell Metrics
Sigma read as Sigma Computing
Unresolved, counted raw
6sense
Adobe Marketo Measure
Apptio Cloudability
AtScale
Basic ProfitWell (Paddle)
Chargebee Insights
CloudEagle.ai
CloudFuze Manage
Cloudability
Cometly
Draxlr
Early-stage ChartMogul plans
Embeddable
Gainsight PX
GoDataDriven
Klipfolio Klips
Kyvos Semantic Layer
ManageEngine SaaS Manager Plus
Metabase Self-Hosted
Moove Partners
Paddle Analytics
Power BI Premium Capacity
Powerdrill Bloom
Quantum Metric / Fullstory / Contentsquare
Salesforce Tableau CRM
SimpleKPI
Spendbase
Spreadsheets or manual CSV imports
Subarctic
Tableau Creator
Toucan
Vellum
Discontinued, still offered
No shut-down product was recommended here.