Index › GTM › GTM data and infrastructure › BI & dashboards › Small business · September 2026 Edition
Dashboards and data visualization for small business buyers
Asked as “business intelligence and dashboard tool”, and as “data visualization platform”, on behalf of a small B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
36%
Contested · Looker Studio 32%
36Microsoft Power BI32Looker Studio27Zoho Analytics05others
36% 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
Show the four products at 0%, ordered by negative rate
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 one time of 4; the other eleven models seventeen times of 44. 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 eleven models zero 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
Microsoft Power BI vs Qlik SenseMicrosoft Power BI vs ThoughtSpotMicrosoft Power BI vs Zoho AnalyticsLooker Studio vs MetabaseLooker Studio vs TableauLooker Studio vs Qlik SenseLooker Studio vs ThoughtSpotLooker Studio vs Zoho AnalyticsMetabase vs TableauMetabase vs Qlik SenseMetabase vs ThoughtSpotMetabase vs Zoho AnalyticsTableau vs Qlik SenseTableau vs ThoughtSpotTableau vs Zoho AnalyticsQlik Sense vs ThoughtSpotQlik Sense vs Zoho AnalyticsThoughtSpot vs Zoho Analytics
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
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Microsoft Power BI36%
Microsoft Power BI36%02Looker Studio32%
Looker Studio32%03Zoho Analytics27%
Zoho Analytics27%04Metabase4%
Metabase4%05Tableau2%
Tableau2%06ThoughtSpot0%
ThoughtSpot0%07Qlik Sense0%
Qlik Sense0%08Domo0%
Domo0%09Looker0%
Looker0%What they warned about
Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
Tableau60%
30 of 50 labels negative · 12 of 12 models · 10 hard negative
“Tableau: multiple sources say small businesses should skip it unless someone else is paying or you already have the infrastructure and staff to support it.” Perplexity Sonar, negative prompt
Looker76%
16 of 21 labels negative · 11 of 12 models · 12 hard negative
“should avoid heavyweight enterprise platforms like Tableau and Looker unless they have a warehouse and someone to maintain it” Llama 4 Maverick, negative prompt
Domo67%
8 of 12 labels negative · 6 of 12 models · 6 hard negative
“Quote-based... make them unjustifiable without complex, multi-source data and high concurrency.” Grok 4.20, negative prompt
Sisense89%
8 of 9 labels negative · 6 of 12 models · 6 hard negative
“Sisense | Launch from $399/month; mid-market deployments $25K–$150K+/year | Custom builds require significant setup effort” GLM 4.7 FlashX, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
19 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 244 links across 120 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · Domo14 answers · 16 citations · 3 models
vendor site · Reddit9 answers · 15 citations · 2 models
vendor site · DashboardFox8 answers · 8 citations · 3 models
vendor site · OvalEdge7 answers · 8 citations · 3 models
6 answers · 6 citations · 2 models
vendor site · Ajelix5 answers · 5 citations · 3 models
5 answers · 5 citations · 2 models
vendor site · Teamwork.com5 answers · 5 citations · 2 models
vendor site · Coefficient4 answers · 4 citations · 2 models
4 answers · 4 citations · 3 models
vendor site · Klipfolio4 answers · 4 citations · 3 models
4 answers · 4 citations · 1 model
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.
6 answers · 3 models
6 answers · 2 models
5 answers · 2 models
5 answers · 2 models
5 answers · 2 models
4 answers · 3 models
4 answers · 2 models
4 answers · 3 models
4 answers · 2 models
4 answers · 2 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 business intelligence and dashboard tool”, “business intelligence and dashboard tool”. 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 |
|---|---|---|---|---|---|---|---|---|
| Microsoft parent site Microsoft Power BI 36% | 36% | 240 | 2,240,000 | 403,136 | ||||
| Google cloud.google.com Looker Studio 32% | 32% | 108 | 40,500 | 452 | 7,405,347 | |||
| Zoho parent site Zoho Analytics 27% | 27% | 88 | 2,900 | 23 | ||||
| Metabase metabase.com | 4% | 116 | 14,800 | 337 | 60,151 | 1 | ||
| Tableau tableau.com Tableau 2%, Tableau Viewer 0% | 2% | 200 | 135,000 | 15,635 | 1,201,809 | $23 | 85 | 3 |
| Databox databox.com | 0% | 35 | 3,600 | 68 | 60,861 | 4 | ||
| Amazon parent site Amazon QuickSight 0% | 0% | 21 | 151,000,000 | 1,380,939 | ||||
| Coefficient coefficient.io | 0% | 5 | ||||||
| Google parent site Google Sheets + Explore 0% | 0% | |||||||
| Apache Superset apache.org | 0% | 18 | 3,600 | 93 | 1,144,025 | 0 |
Google's top ten for the two searches hold 16 sites; 2 of them are among the sites the models cited here (domo.com, reddit.com). The first result for “best business intelligence and dashboard tool” is reddit.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 business intelligence and dashboard tool for a small B2B company?”Paraphrase“Which data visualization platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top business intelligence tools for a small team and how do they differ?”Budget-constrained“What is the best business intelligence and dashboard tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a business intelligence and dashboard tool. What should we look at?”Negative“Which business intelligence tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Zoho Analyticsagainst: TableauLooker Studio, Zoho AnalyticsChangedZoho AnalyticsLooker Studiono first choicenothing named
One alternative
Microsoft Power BIOne alternative
Microsoft Power BIThree alternatives
Metabase, Microsoft Power BI, ThoughtSpotTwo alternatives
Microsoft Power BI, Zoho AnalyticsGPT-5.4 miniMicrosoft Power BIagainst: LookerMicrosoft Power BIHeldMetabaseMicrosoft Power BIagainst: Tableauno first choicenothing named
One alternative
TableauFour alternatives
Looker, Looker Studio, Metabase, TableauThree alternatives
Looker Studio, Microsoft Power BI, TableauTwo alternatives
Looker Studio, MetabaseGemini 3.5 FlashMicrosoft Power BIagainst: Domo, TableauMicrosoft Power BIHeldLooker Studio, Metabaseagainst: TableauLooker Studioagainst: TableauMetabaseagainst: Looker, Tableauagainst: IBM Cognos, Looker, MicroStrategy, Oracle Analytics, Qlik Sense, SAP Analytics Cloud, Sigma, Sisense, Tableau
Three alternatives
Databox, Looker Studio, MetabaseFive alternatives
Databox, HubSpot, Looker Studio, Metabase, SalesforceThree alternatives
Databox, Microsoft Power BI, Zoho AnalyticsThree alternatives
Metabase, Microsoft Power BI, Zoho AnalyticsThree alternatives
Lightdash, Looker Studio, Microsoft Power BIPerplexity SonarZoho AnalyticsLooker StudioChangedagainst: TableauZoho Analyticsagainst: Qlik Sense, TableauLooker StudioMicrosoft Power BIagainst: Crystal Reports, Looker, Tableau
Three alternatives
Looker Studio, Metabase, Microsoft Power BIOne alternative
Microsoft Power BIThree alternatives
Looker Studio, Metabase, Microsoft Power BIThree alternatives
Metabase, Power BI Desktop, Zoho AnalyticsThree alternatives
Looker Studio, Metabase, TableauGrok 4.20Microsoft Power BIMicrosoft Power BIHeldagainst: TableauLooker Studio, Microsoft Power BIagainst: TableauLooker Studioagainst: Apache SupersetMicrosoft Power BI, Zoho Analyticsagainst: Domo, Looker, Metabase, Microsoft Power BI, Sisense, Tableau, ThoughtSpot
Three alternatives
Looker Studio, Metabase, Zoho AnalyticsOne alternative
Looker StudioTwo alternatives
Metabase, Zoho AnalyticsThree alternatives
Metabase, Microsoft Power BI, Zoho AnalyticsTwo alternatives
Looker Studio, MetabaseMistral SmallMicrosoft Power BI, Zoho AnalyticsMicrosoft Power BI, TableauChangedMicrosoft Power BIagainst: TableauLooker Studiono first choiceagainst: Domo, Looker, Microsoft Power BI, Oracle Analytics, Qlik Sense, Sisense, Tableau Creator, ThoughtSpot
Two alternatives
Coefficient, TableauOne alternative
Looker StudioFive alternatives
Amazon QuickSight, Looker Studio, Metabase, ThoughtSpot, Zoho AnalyticsTwo alternatives
Metabase, Microsoft Power BIFive alternatives
Looker Studio, Metabase, Microsoft Power BI, Mode Analytics, TableauDeepSeek V4 FlashMicrosoft Power BIagainst: Looker, Sisense, TableauLooker Studio, Zoho AnalyticsChangedagainst: Domo, Looker, Metabase, Microsoft Power BI, Qlik Sense, TableauLooker Studio, Metabaseagainst: TableauLooker Studio, Zoho AnalyticsMicrosoft Power BI, Zoho Analyticsagainst: Domo, Looker, Qlik Sense, Sisense, Tableauagainst: Domo, Looker, Qlik Sense, Sisense, Tableau, ThoughtSpot
Three alternatives
Looker Studio, Metabase, Zoho AnalyticsThree alternatives
Databox, HubSpot's built-in dashboards, KlipfolioThree alternatives
Apache Superset, Microsoft Power BI, Zoho AnalyticsTwo alternatives
Metabase, Microsoft Power BIThree alternatives
Coefficient, Looker Studio, MetabaseLlama 4 MaverickZoho AnalyticsLooker StudioChangedagainst: Datawrapper, Flourish, TableauMetabase, Microsoft Power BI, Zoho AnalyticsZoho Analyticsno first choiceagainst: Looker, Tableau
Two alternatives
Looker Studio, ThoughtSpotOne alternative
Microsoft Power BITwo alternatives
Metabase, Microsoft Power BIQwen 3.7 FlashZoho AnalyticsMicrosoft Power BIChangedagainst: TableauLooker Studio, Microsoft Power BILooker StudioLooker Studio, Microsoft Power BIagainst: Keboola, Snowflake, Tableauagainst: Looker, Microsoft Power BI, Tableau
Three alternatives
Looker Studio, Metabase, Microsoft Power BIOne alternative
Looker StudioThree alternatives
Fathom HQ, Metabase, Zoho AnalyticsFour alternatives
Fathom, Metabase, Microsoft Power BI, Zoho AnalyticsOne alternative
MetabaseKimi K2Microsoft Power BI, Zoho Analyticsagainst: Looker, TableauMicrosoft Power BIChangedMicrosoft Power BILooker StudioMetabase, Microsoft Power BIagainst: Crystal Reports, Domo, IBM Cognos, Looker, SAP BusinessObjects, SAS Viya, SSRS, Sisense, Tableau, ThoughtSpot
Two alternatives
Looker Studio, TableauThree alternatives
Metabase, Tableau, Zoho AnalyticsTwo alternatives
Metabase, Microsoft Power BITwo alternatives
Looker Studio, TableauGLM 4.7 FlashXLooker StudioZoho AnalyticsChangedagainst: Klipfoliono first choiceLooker Studiono first choiceagainst: Domo, Looker, Qlik Sense, Sisense, Tableau
Three alternatives
Metabase, Microsoft Power BI, TableauThree alternatives
DataHub, Looker Studio, Microsoft Power BISeven alternatives
Looker Studio, Metabase, Microsoft Power BI, Row Zero, Tableau, ThoughtSpot, Zoho AnalyticsThree alternatives
Metabase, Microsoft Power BI, Zoho AnalyticsMiniMax M2.5Looker Studio, Zoho AnalyticsMicrosoft Power BIChangedagainst: TableauLooker Studio, Microsoft Power BIagainst: TableauLooker Studio, Zoho AnalyticsLooker Studio, Microsoft Power BIagainst: Looker, Tableau, ThoughtSpot
Three alternatives
Metabase, Microsoft Power BI, TableauTwo alternatives
Looker Studio, MetabaseTwo alternatives
Metabase, Zoho AnalyticsTwo alternatives
Metabase, Microsoft Power BIOne alternative
MetabaseBold 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 | 2026-09-15 02:16 | yes | 7 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:26 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:21 | yes | 18 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-14 23:53 | yes | 20 | 5 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) | 2026-09-15 03:15 | yes | 0 | 6 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:43 | yes | 0 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:34 | yes | 0 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:45 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:41 | yes | 0 | 20 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:56 | yes | 0 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:27 | yes | 0 | 28 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:49 | yes | 0 | 11 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:31 | yes | 5 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:03 | no | 0 | 2 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:19 | yes | 9 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-14 23:51 | yes | 20 | 7 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) | 2026-09-15 02:05 | yes | 0 | 4 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:47 | no | 0 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:58 | yes | 0 | 16 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:12 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:10 | yes | 0 | 69 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:39 | yes | 0 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:24 | yes | 0 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:47 | no | 0 | 12 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:41 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:57 | yes | 6 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:54 | yes | 17 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 01:22 | yes | 20 | 7 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) | 2026-09-15 01:42 | yes | 0 | 6 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:29 | yes | 0 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:15 | yes | 0 | 22 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 22:58 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:40 | yes | 0 | 49 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:30 | yes | 0 | 18 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:23 | yes | 0 | 51 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:40 | yes | 0 | 13 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:16 | yes | 8 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:57 | yes | 2 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:01 | yes | 10 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 03:57 | yes | 20 | 5 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) | 2026-09-15 02:31 | yes | 0 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:21 | yes | 0 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:35 | yes | 0 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:33 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:34 | yes | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:04 | yes | 0 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:14 | yes | 0 | 43 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:56 | yes | 0 | 12 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:53 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:58 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:22 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 04:12 | yes | 20 | 8 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) | 2026-09-15 00:01 | yes | 0 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 22:51 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:05 | yes | 0 | 23 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:44 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:56 | yes | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:11 | yes | 0 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:47 | no | 0 | 46 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:44 | yes | 0 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:14 | yes | 14 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:51 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:11 | yes | 16 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 00:31 | yes | 20 | 6 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) | 2026-09-15 03:30 | yes | 0 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:52 | yes | 0 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:39 | yes | 0 | 42 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:41 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:55 | yes | 0 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:16 | yes | 0 | 43 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:40 | yes | 0 | 38 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:23 | yes | 0 | 22 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
Qlik read as Qlik Sense
Unresolved, counted raw
Excel/Sheets
Fathom HQ
Flourish
HubSpot's built-in dashboards
Row Zero
Salesforce
Discontinued, still offered
No shut-down product was recommended here.