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. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
37%
Contested · ProfitWell Metrics 29%
37ChartMogul29ProfitWell Metrics14Databox20others
37% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Looker Studio is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other eleven models four times of 44. 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-one head-to-head pages: the top seven products, each against each
ChartMogul vs BaremetricsChartMogul vs Microsoft Power BIChartMogul vs TableauProfitWell Metrics vs Looker StudioProfitWell Metrics vs DataboxProfitWell Metrics vs BaremetricsProfitWell Metrics vs Microsoft Power BIProfitWell Metrics vs TableauLooker Studio vs DataboxLooker Studio vs BaremetricsLooker Studio vs Microsoft Power BILooker Studio vs TableauDatabox vs BaremetricsDatabox vs Microsoft Power BIDatabox vs TableauBaremetrics vs Microsoft Power BIBaremetrics vs TableauMicrosoft Power BI vs Tableau
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01ChartMogul37%
ChartMogul37%02ProfitWell Metrics29%
ProfitWell Metrics29%03Databox14%
Databox14%04Baremetrics8%
Baremetrics8%05Looker Studio8%
Looker Studio8%06Mixpanel2%
Mixpanel2%07Geckoboard2%
Geckoboard2%08PostHog0%
PostHog0%09Metabase0%
Metabase0%10Amplitude0%
Amplitude0%What they warned about
Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Baremetrics15%
7 of 47 labels negative · 6 of 12 models
“Platforms that charge by MRR with steep jumps (e.g., Baremetrics’ Accelerator starting around $49/mo with no true free plan)” GLM 4.7 FlashX, negative prompt
Amplitude38%
6 of 16 labels negative · 5 of 12 models · 3 hard negative
“Be cautious or avoid these SaaS metrics tools ... Amplitude/Heap "free" starters have strict limits pushing to custom/enterprise plans” Grok 4.20, negative prompt
Tableau100%
8 of 8 labels negative · 5 of 12 models · 2 hard negative
“Enterprise BI tools (Tableau, Domo, Looker, Qlik) — Avoid early on” DeepSeek V4 Flash, negative prompt
Looker83%
5 of 6 labels negative · 4 of 12 models · 1 hard negative
“Skip: Tableau, Domo, Looker, paid Baremetrics” DeepSeek V4 Flash, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
66 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 950 links across 268 sites, every framing counted. Ranked by the number of answers carrying the site or page.
40 answers · 40 citations · 11 models
vendor site · Databox37 answers · 54 citations · 12 models
vendor site · Baremetrics31 answers · 64 citations · 11 models
20 answers · 27 citations · 9 models
14 answers · 14 citations · 8 models
vendor site · Taskade14 answers · 14 citations · 10 models
vendor site · G212 answers · 18 citations · 9 models
vendor site · Coefficient12 answers · 15 citations · 8 models
vendor site · Paddle11 answers · 16 citations · 7 models
vendor site · Chartsy11 answers · 15 citations · 5 models
11 answers · 14 citations · 5 models
11 answers · 12 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.
39 answers · 10 models
31 answers · 10 models
14 answers · 8 models
14 answers · 10 models
11 answers · 8 models
10 answers · 6 models
10 answers · 7 models
10 answers · 6 models
9 answers · 4 models
9 answers · 9 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 | 37% | 176 | 1,000 | 4 | 4,467 | 2 | ||
| ProfitWell paddle.com ProfitWell Metrics 29%, Paddle Retain 0%, Paddle 0% | 29% | 214 | 60,500 | 69,116 | 172,079 | 31 | ||
| Databox databox.com | 14% | 110 | 3,600 | 68 | 60,861 | 4 | ||
| Baremetrics baremetrics.com | 8% | 136 | 590 | 3 | 42,517 | 26 | 6 | |
| Looker Studio lookerstudio.google.com | 8% | 72 | 40,500 | 452 | 5,456 | |||
| Mixpanel mixpanel.com | 2% | 98 | 12,100 | 458 | 20,284 | $458 | 11 | |
| Geckoboard geckoboard.com | 2% | 14 | 880 | 15 | 45,450 | 5 | 7 | |
| PostHog posthog.com | 0% | 54 | 33,100 | 271 | 25,936 | 120 | ||
| Metabase metabase.com | 0% | 42 | 14,800 | 337 | 60,151 | 1 | ||
| Stripe parent site Stripe Dashboard 0% | 0% | 3 | 823,000 | 102,741 |
Google's top ten for the three searches hold 21 sites; 2 of them are among the sites the models cited here (baremetrics.com, coefficient.io). 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 MetricsChartMogul, MixpanelChangedBaremetrics, ChartMogulagainst: AmplitudeLooker Studiono first choiceagainst: Google Analytics, Heap, Looker, Mixpanel, Qlik, Sigma Computing, Tableau
Two alternatives
Baremetrics, ChartMogulOne alternative
HubSpot CRMThree alternatives
Looker Studio, Mixpanel, ProfitWell MetricsFour alternatives
Databox, Metabase, ProfitWell Metrics, Zoho AnalyticsGPT-5.4 miniChartMogulChartMogulHeldBaremetrics, ChartMogulDataboxagainst: Baremetricsno first choicenothing named
Two alternatives
Baremetrics, GeckoboardFour alternatives
Baremetrics, ProfitWell Metrics, Salesforce, Stripe DashboardTwo alternatives
Amplitude, MixpanelThree alternatives
ChartMogul, Google Sheets, Looker StudioGemini 3.5 FlashProfitWell MetricsChartMogulChangedPostHog, ProfitWell MetricsChartMogul, ProfitWell Metricsagainst: Stripe BillingChartMogulagainst: ChatGPT, Claude, Looker, Snowflake, Tableauagainst: Amplitude, Baremetrics, Braintree, Chargebee, Heap, Looker, Microsoft Power BI, PayPal, Recurly, Tableau, Zuora Analytics
Four alternatives
Baremetrics, ChartMogul, Databox, PostHogThree alternatives
Baremetrics, Chartsy, ProfitWell MetricsThree alternatives
Baremetrics, ChartMogul, June.soTwo alternatives
Google Sheets, SuperjoinFour alternatives
Baremetrics, Chartsy, Databox, ProfitWell MetricsPerplexity SonarDataboxagainst: Fairview, Maxio MetricsChartMogulChangedBaremetrics, ChartMogulChartMogul, Databoxno first choiceagainst: Google Analytics
Two alternatives
Baremetrics, ChartMogulTwo alternatives
Baremetrics, ProfitWell MetricsSix alternatives
Amplitude, Databox, Looker Studio, Mixpanel, PostHog, ProfitWell MetricsFour alternatives
Looker Studio, Metabase, Ploxir, ProfitWell MetricsGrok 4.20Looker Studio, ProfitWell MetricsProfitWell MetricsChangedProfitWell Metricsagainst: AmplitudeLooker Studio, ProfitWell Metricsagainst: Baremetrics, Geckoboardno first choiceagainst: Amplitude, Baremetrics, ChartMogul, Heap, Mixpanel
One alternative
DataboxTwo alternatives
Baremetrics, ChartMogulThree alternatives
Baremetrics, ChartMogul, DataboxFour alternatives
ChartMogul, Databox, Mixpanel, PostHogTwo alternatives
Baremetrics, ChartMogulMistral SmallDatabox, GeckoboardProfitWell MetricsChangedBaremetrics, ChartMogulProfitWell Metricsno first choiceagainst: Mosaic
Two alternatives
Amplitude, Looker StudioThree alternatives
Databox, Mixpanel, ProfitWell MetricsThree alternatives
ChartMogul, Databox, Taskade GenesisDeepSeek V4 FlashChartMogulagainst: Microsoft Power BI, TableauChartMogulHeldagainst: Maxio MetricsChartMogul, ProfitWell Metricsagainst: Maxio Metrics, Microsoft Power BI, Mosaic, TableauProfitWell MetricsBaremetricsagainst: Amplitude, Baremetrics, Databox, Domo, Klipfolio, Looker, Mixpanel, Qlik, Tableau
Three alternatives
Baremetrics, Databox, GeckoboardOne alternative
BaremetricsFour alternatives
Baremetrics, Looker Studio, Mixpanel, PostHogFour alternatives
ChartMogul, Databox, Geckoboard, Looker StudioThree alternatives
ChartMogul, Paddle Retain, ProfitWell MetricsLlama 4 Maverickno first choiceBaremetricsChangedno first choiceDataboxno first choicenothing named
One alternative
ChartMogulThree alternatives
Baremetrics, ChartMogul, MixpanelQwen 3.7 FlashChartMogulBaremetrics, ChartMogulChangedBaremetricsagainst: MixpanelDatabox, Looker Studiono first choiceagainst: Google Sheets, Looker, Snowflake, Tableau, dbt
Four alternatives
Amplitude, Databox, Looker Studio, ProfitWell MetricsOne alternative
ProfitWell MetricsFour alternatives
ChartMogul, Databox, PostHog, ProfitWell MetricsTwo alternatives
ChartMogul, ProfitWell MetricsKimi K2ChartMogulChartMogulHeldProfitWell Metricsagainst: SaaSGridChartMogul, ProfitWell Metricsno first choiceagainst: Baremetrics, ChartMogul
Three alternatives
Baremetrics, Databox, Looker StudioTwo alternatives
Baremetrics, MetronomeThree alternatives
Baremetrics, ChartMogul, DataboxThree alternatives
Baremetrics, Looker Studio, MetabaseGLM 4.7 FlashXChartMogul, Databoxagainst: Metabase, Microsoft Power BIChartMogul, ProfitWell MetricsChangedProfitWell Metricsagainst: AmplitudeProfitWell Metricsno first choiceagainst: Baremetrics
Five alternatives
Baremetrics, Geckoboard, Mixpanel, PostHog, ProfitWell MetricsThree alternatives
Baremetrics, Grid, StripeReportNine alternatives
Baremetrics, ChartMogul, Databox, Geckoboard, Google Analytics, Looker Studio, Mixpanel, PostHog, SaaSGridFive alternatives
ChartMogul, Databox, Geckoboard, Looker Studio, PostHogMiniMax M2.5ChartMogul, ProfitWell Metricsagainst: Apache Superset, TableauBaremetricsChangedProfitWell MetricsProfitWell Metricsno first choiceagainst: Funnel.io, Mention, Totango
Four alternatives
Databox, Geckoboard, Looker Studio, MetabaseOne alternative
ChartMogulFour alternatives
Baremetrics, ChartMogul, Databox, GeckoboardFour alternatives
Baremetrics, ChartMogul, Databox, MixpanelBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:48 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:06 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:10 | yes | 17 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:36 | yes | 20 | 7 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:56 | yes | 36 | 22 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:09 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:35 | yes | 17 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:34 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:36 | yes | 5 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:58 | yes | 15 | 35 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:59 | yes | 17 | 60 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:56 | yes | 10 | 57 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:38 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:52 | no | 0 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:20 | yes | 17 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 18:36 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:31 | yes | 40 | 19 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:25 | yes | 11 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:46 | yes | 24 | 41 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:07 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:51 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:06 | yes | 8 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:24 | yes | 19 | 70 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:59 | yes | 7 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:30 | yes | 15 | 14 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:33 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:47 | yes | 18 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 20:53 | yes | 20 | 14 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:48 | yes | 24 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:08 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:46 | yes | 19 | 21 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:11 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:09 | yes | 5 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:11 | yes | 14 | 82 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:55 | yes | 21 | 41 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:50 | yes | 12 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:13 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:26 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:27 | yes | 23 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:26 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:09 | yes | 41 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:47 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 21:00 | yes | 17 | 39 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:46 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:16 | yes | 5 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:21 | yes | 15 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:05 | yes | 8 | 13 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:30 | yes | 13 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:16 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:57 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:46 | yes | 6 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 18:37 | yes | 20 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:16 | yes | 13 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:02 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 20:22 | yes | 20 | 43 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:30 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:53 | yes | 5 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:33 | yes | 12 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:30 | yes | 10 | 87 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:20 | no | 0 | 52 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:54 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:06 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:56 | yes | 16 | 57 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 19:58 | yes | 20 | 8 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:41 | yes | 32 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:14 | yes | 12 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 20:17 | yes | 23 | 65 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:07 | yes | 5 | 6 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:26 | yes | 29 | 113 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:40 | yes | 15 | 49 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:51 | yes | 28 | 78 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:21 | yes | 10 | 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.
ShowHide
Category-scoped readings
Google Looker Studio 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 SaaSOptics) read as Maxio Metrics
Paddle Retain (formerly ProfitWell Metrics read as Paddle Retain
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 (by Stripe) read as ProfitWell Metrics
ProfitWell (now Paddle Retain) read as ProfitWell Metrics
ProfitWell / Paddle read as ProfitWell Metrics
ProfitWell / Paddle Metrics read as ProfitWell Metrics
ProfitWell/Paddle Metrics read as ProfitWell Metrics
SaaSOptics read as Maxio Metrics
Sigma read as Sigma Computing
Taskade read as Taskade Genesis
Zuora read as Zuora Analytics
Unresolved, counted raw
Funnel.io
GrowthBook
Mention
Porter Metrics
SaaS Dash AI
Superjoin
Wingify Insights
Zite
Discontinued, still offered
No shut-down product was recommended here.