Embedded analytics for enterprise buyers
Asked as “embedded analytics platform”, and as “embedded BI for customer-facing dashboards”, on behalf of an enterprise B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
16%
Contested · Sisense 13%
16GoodData13Sisense11Embeddable60others
16% 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 fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three 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.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
Metabase vs ThoughtSpot EmbeddedMetabase vs CubeMetabase vs GoodDataMetabase vs Apache SupersetSisense vs LuzmoSisense vs ExploSisense vs ThoughtSpot EmbeddedSisense vs CubeSisense vs GoodDataSisense vs Apache SupersetLuzmo vs ExploLuzmo vs ThoughtSpot EmbeddedLuzmo vs CubeLuzmo vs GoodDataLuzmo vs Apache SupersetExplo vs ThoughtSpot EmbeddedExplo vs CubeExplo vs GoodDataExplo vs Apache SupersetThoughtSpot Embedded vs CubeThoughtSpot Embedded vs GoodDataThoughtSpot Embedded vs Apache SupersetCube vs GoodDataCube vs Apache SupersetGoodData vs Apache Superset
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
04L05
06P07
08
09
10
11
12
13
14
15Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01GoodData16%
GoodData16%02Sisense13%
Sisense13%03Embeddable11%
Embeddable11%04Microsoft Power BI Embedded11%
Microsoft Power BI Embedded11%05Looker11%
06Qrvey5%
Qrvey5%07Power BI Embedded5%
08Omni5%
Omni5%09Domo Everywhere4%
Domo Everywhere4%10ThoughtSpot Embedded2%
ThoughtSpot Embedded2%11Sigma2%
Sigma2%12Tableau2%
Tableau2%13Luzmo0%
Luzmo0%14Tableau Embedded Analytics0%
Tableau Embedded Analytics0%15Metabase0%
Metabase0%What they warned about
Three 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, GLM 4.7 FlashX, MiniMax M2.5 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.
Tableau59%
17 of 29 labels negative · 10 of 14 models · 4 hard negative
“Avoid: Per-user priced solutions (Tableau, standard Power BI Pro) - costs become unpredictable and excessive” Kimi K2, budget prompt
Looker
35%
15 of 43 labels negative · 10 of 14 models · 3 hard negative
“When it comes to customer-facing analytics for multi-tenant SaaS companies, **Looker falls short**.” Muse Glimmer 30B, negative prompt
Microsoft Power BI Embedded34%
11 of 32 labels negative · 9 of 14 models · 1 hard negative
“**Avoid or heavily scrutinize** legacy BI tools (Looker, Tableau, Power BI, Sigma, ThoughtSpot)” GLM 4.7 FlashX, negative prompt
ThoughtSpot Embedded34%
13 of 38 labels negative · 8 of 14 models · 3 hard negative
“Looker, Tableau, Power BI Embedded, ThoughtSpot and Sigma as internal-first tools with iframe embedding” Muse Glimmer 30B, 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
80 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. 1189 links across 188 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Omni49 answers · 67 citations · 12 models
vendor site · Holistics45 answers · 57 citations · 12 models
vendor site · Embeddable37 answers · 63 citations · 13 models
vendor site · Zoho37 answers · 47 citations · 11 models
vendor site · Luzmo37 answers · 46 citations · 12 models
31 answers · 31 citations · 10 models
vendor site · Cube30 answers · 44 citations · 12 models
vendor site · Sisense27 answers · 31 citations · 10 models
vendor site · Knowi26 answers · 27 citations · 11 models
vendor site · Querio25 answers · 39 citations · 10 models
vendor site · GoodData23 answers · 28 citations · 12 models
22 answers · 34 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
47 answers · 12 models
38 answers · 11 models
31 answers · 10 models
29 answers · 11 models
27 answers · 10 models
18 answers · 9 models
17 answers · 9 models
16 answers · 9 models
16 answers · 10 models
15 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 embedded analytics platform”, “embedded analytics platform”, “embedded analytics platforms”. 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 |
|---|---|---|---|---|---|---|---|---|
| GoodData gooddata.ai | 16% | 55 | 720 | 17 | 11,321 | 52 | 7 | |
| Sisense sisense.com | 13% | 98 | 2,400 | 140 | 29,511 | $243 | 15 | 3 |
| Embeddable embeddable.com | 11% | 50 | 720 | 156 | 2,755 | 9 | 1 | |
| Microsoft parent site Microsoft Power BI Embedded 11% | 11% | 66 | 2,240,000 | 403,136 | ||||
| Looker | 11% | 18,100 | 2,051 | |||||
| Omni omni.co Omni 5%, Omni Analytics 2% | 7% | 27 | 110,000 | 71,204 | 52,818 | 14 | ||
| Qrvey qrvey.com | 5% | 43 | 260 | 0 | 1,992 | $256 | 7 | 2 |
| Power BI Embedded | 5% | 590 | 104 | |||||
| Domo Everywhere domo.com | 4% | 36 | 40 | 1 | 255,482 | 87 | 8 | |
| Reveal BI revealbi.io | 4% | 22 | 70 | 0 | 943 | $3,974 | 24 | 5 |
Google's top ten for the three searches hold 20 sites; 8 of them are among the sites the models cited here (cube.dev, embeddable.com, gooddata.ai, holistics.io, knowi.com, luzmo.com, sisense.com, zoho.com). The first result for “best embedded analytics platform” is embeddable.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 embedded analytics platform for an enterprise B2B company?”Paraphrase“Which embedded BI for customer-facing dashboards would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade embedded analytics platforms and how do they differ?”Budget-constrained“What is the best embedded analytics platform 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 an embedded analytics platform. What should we look at?”Negative“Which embedded analytics platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5OmniLookerChangedOmniagainst: Tableau Embedded AnalyticsQrveyagainst: Tableau Embedded Analyticsno first choiceagainst: Looker Embedded, Luzmo, Power BI Embedded, Tableau Embedded Analytics
Four alternatives
Embeddable, Looker, Microsoft Power BI Embedded, TableauFour alternatives
Holistics, Microsoft Power BI Embedded, Omni, QrveyFour alternatives
GoodData, Looker, Power BI Embedded, SisenseTwo alternatives
Embeddable, Power BI EmbeddedGPT-5.4 miniSisense, TableauGoodDataChangedno first choiceDomo Everywhereagainst: Tableau Embedded Analyticsno first choicenothing named
Three alternatives
Databrain, Domo Everywhere, QlikThree alternatives
Looker Embedded, Power BI Embedded, Tableau Embedded AnalyticsEight alternatives
Amazon QuickSight, GoodData, Looker, Power BI Embedded, Qlik Sense, Sisense, Tableau Embedded Analytics, ThoughtSpot EmbeddedOne alternative
MetabaseGemini 3.5 FlashQrveyagainst: Looker, Power BI EmbeddedOmni AnalyticsChangedagainst: Microsoft Power BI EmbeddedCube, GoodDataagainst: Looker, Microsoft Power BI Embedded, Tableau Embedded AnalyticsMicrosoft Power BI Embeddedno first choiceagainst: Domo Everywhere, Logi Analytics, Looker Embedded, Metabase, Power BI Embedded, Standard Retool Visualization, TIBCO Jaspersoft / Hitachi Vantara Pentaho, Tableau Embedded Analytics
Three alternatives
Embeddable, GoodData, LuzmoTwo alternatives
Cube.dev, EmbeddableThree alternatives
Luzmo, Omni, QrveyThree alternatives
Qrvey, Reveal, YurbiPerplexity SonarGoodDataCube, OmniChangedGoodDataDomo Everywhereno first choiceagainst: Domo Everywhere, Looker, Metabase, Power BI Embedded, Sigma Computing, Sisense, Tableau, ThoughtSpot Embedded
Four alternatives
Cube, Domo Everywhere, Power BI Embedded, ThoughtSpot EmbeddedFour alternatives
Domo Everywhere, Explo, Luzmo, Power BI EmbeddedSeven alternatives
Cube, Domo Everywhere, Looker, Microsoft Power BI Embedded, Qlik, Sisense, TableauTwo alternatives
GoodData, OmniGrok 4.1 FastGoodDataagainst: Power BI Embedded, TableauLookerChangedagainst: Luzmo, Power BI Embedded, Qlik, Sigma, Sisense, ThoughtSpot Embeddedno first choicePower BI Embeddedagainst: Looker, Metabase, SigmaOmni, Sigmaagainst: Domo Everywhere, Looker, Microsoft Power BI Embedded, Sigma, Sisense, Tableau, ThoughtSpot Embedded
Two alternatives
Looker, SisenseTwo alternatives
GoodData, TableauTwo alternatives
GoodData, LuzmoMistral SmallGoodDataLookerChangedagainst: Basedash, LuzmoLooker, ThoughtSpot Embeddedagainst: Metabase, TableauEmbeddable, Reveal BIno first choiceagainst: Looker, Microsoft Power BI Embedded, Sigma Computing, Tableau, ThoughtSpot Embedded
Three alternatives
Amazon QuickSight, Explo, ThoughtSpot EmbeddedTwo alternatives
Sigma, ThoughtSpot EmbeddedThree alternatives
Microsoft Power BI Embedded, Omni, Sigma ComputingOne alternative
ThoughtSpot EmbeddedDeepSeek V4 FlashGoodData, Sisenseagainst: ExploGoodDataChangedagainst: Sisense, TableauLookeragainst: Domo EverywhereMicrosoft Power BI Embeddedagainst: Looker, Metabase, Tableauno first choiceagainst: Domo Everywhere, GoodData, Looker, MicroStrategy, Microsoft Power BI Embedded, Sigma, Sisense, Tableau, ThoughtSpot Embedded
Four alternatives
Google Looker, Logi Symphony, Microsoft Power BI Embedded, ThoughtSpot EmbeddedFour alternatives
Cube, Looker, Luzmo, Microsoft Power BI EmbeddedThree alternatives
GoodData, Microsoft Power BI Embedded, Tableau Embedded AnalyticsThree alternatives
Databrain, Sisense, ThoughtSpot EmbeddedLlama 4 Maverickno first choiceCube.dev, LookerChangedno first choiceEmbeddable, Power BI Embeddedno first choicenothing named
Qwen 3.7 FlashMicrosoft Power BI EmbeddedMicrosoft Power BI EmbeddedHeldGoodDataEmbeddableagainst: Tableau, ThoughtSpot Embeddedno first choiceagainst: Chart.js, D3.js, Microsoft Power BI Embedded, Tableau, ThoughtSpot Embedded
Four alternatives
Explo, Looker, Qlik Sense Embedded, Tableau Embedded AnalyticsFour alternatives
Looker Embed, Qrvey, Sisense, Tableau Embedded AnalyticsFour alternatives
Microsoft Power BI Embedded, Sigma Computing, Sisense, TableauTwo alternatives
Omni.co, QrveyKimi K2Looker, SisenseLooker, SisenseHeldno first choiceMicrosoft Power BI Embeddedagainst: Looker, Sisense, Tableauno first choiceagainst: Looker, Microsoft Power BI Embedded, Tableau
Three alternatives
Microsoft Power BI Embedded, Tableau, ThoughtSpot EmbeddedThree alternatives
GoodData, Power BI Embedded, Tableau Embedded AnalyticsOne alternative
Zoho AnalyticsGLM 4.7 FlashXGoodData, SisenseMicrosoft Power BI EmbeddedChangedCube.dev, ThoughtSpot Embeddedagainst: TableauEmbeddable, Qrveyagainst: Amazon QuickSight, Sisense, ThoughtSpot Embeddedno first choiceagainst: Looker, Metabase, Microsoft Power BI Embedded, Shiny, Sigma, Tableau, ThoughtSpot Embedded
Six alternatives
Embeddable, Looker, Luzmo, Power BI Embedded, Tableau, ThoughtSpot EmbeddedTwo alternatives
Domo Everywhere, Zoho AnalyticsFive alternatives
GoodData, Looker, Luzmo, Microsoft Power BI Embedded, SisenseThree alternatives
GoodData, Luzmo, Power BI EmbeddedMiniMax M2.5HolisticsThoughtSpot EmbeddedChangedMicrosoft Power BI EmbeddedReveal BIagainst: ThoughtSpot Embeddedno first choiceagainst: Looker, Microsoft Power BI Embedded, Sigma, Sisense, Tableau, ThoughtSpot Embedded
Two alternatives
GoodData, SisenseFour alternatives
Looker, Power BI Embedded, Sisense, Tableau Embedded AnalyticsSix alternatives
Looker, MicroStrategy, Qlik, Sisense, Tableau, ThoughtSpot EmbeddedThree alternatives
GoodData, Qrvey, QuerioGPT-6 LunaSisenseSisenseHeldMicrosoft Power BI EmbeddedGoodDatano first choiceagainst: Looker, Power BI Embedded, Sisense, Tableau
Four alternatives
Looker, Power BI Embedded, Sigma, ThoughtSpot EmbeddedTwo alternatives
Looker Embed, Power BI EmbeddedSix alternatives
Amazon QuickSight Embedded, GoodData, Looker Embedded, Sisense, Tableau Embedded Analytics, ThoughtSpot EmbeddedOne alternative
EmbeddableMuse Glimmer 30BGoodDataEmbeddable, Power BI Embedded, ToucanChangedGoodDataEmbeddableagainst: Amazon QuickSight, Looker, Microsoft Power BI Embedded, ThoughtSpot Embeddedno first choiceagainst: Looker, Microsoft Power BI Embedded, Sigma, Tableau, ThoughtSpot Embedded
Four alternatives
Looker Embedded, Power BI Embedded, Tableau Embedded Analytics, ThoughtSpot EmbeddedTwo alternatives
Domo Everywhere, QrveyTwo alternatives
Qrvey, SisenseTwo alternatives
Draxlr, QrveyBold 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 | 2026-10-05 01:13 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:29 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:41 | yes | 9 | 35 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:41 | yes | 18 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:32 | yes | 21 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:47 | yes | 12 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:27 | yes | 22 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:18 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:25 | yes | 10 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:18 | yes | 23 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:57 | yes | 22 | 310 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:56 | yes | 12 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:46 | yes | 5 | 23 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:34 | yes | 14 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:38 | yes | 18 | 11 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:12 | yes | 4 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:39 | yes | 9 | 30 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:47 | yes | 18 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:28 | yes | 20 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:58 | yes | 22 | 14 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:40 | yes | 21 | 57 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:19 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:58 | yes | 15 | 40 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:25 | yes | 25 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:21 | yes | 25 | 51 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:51 | yes | 15 | 26 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:29 | yes | 3 | 20 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:21 | yes | 23 | 33 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:47 | yes | 15 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:32 | yes | 6 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:02 | yes | 22 | 32 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:56 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:21 | yes | 24 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:04 | yes | 9 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:55 | yes | 25 | 53 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:22 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:52 | no | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:32 | yes | 19 | 40 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:21 | yes | 22 | 96 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:59 | yes | 10 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:43 | yes | 9 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:30 | yes | 21 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:42 | yes | 15 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:56 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:57 | yes | 31 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:42 | yes | 17 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:48 | yes | 21 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:50 | yes | 19 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:34 | yes | 24 | 35 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:58 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:42 | yes | 9 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:39 | yes | 23 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:37 | yes | 25 | 48 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:39 | yes | 19 | 40 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:15 | yes | 3 | 21 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:23 | yes | 12 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:11 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:48 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:35 | yes | 22 | 31 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:55 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:25 | yes | 22 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:44 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:11 | yes | 18 | 70 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:57 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:20 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:55 | yes | 15 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:44 | yes | 11 | 28 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:05 | yes | 5 | 21 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:57 | yes | 3 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:26 | yes | 14 | 33 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:01 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:23 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:19 | yes | 16 | 32 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:45 | yes | 18 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:40 | yes | 21 | 19 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:03 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:39 | yes | 21 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:45 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:41 | yes | 9 | 56 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:59 | yes | 21 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:45 | yes | 21 | 39 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:17 | yes | 13 | 24 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:46 | yes | 5 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:04 | yes | 21 | 32 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
Domo read as Domo Everywhere
Domo (Domo Everywhere) read as Domo Everywhere
Microsoft Power BI read as Microsoft Power BI Embedded
Power BI read as Microsoft Power BI Embedded
Tableau Embedded read as Tableau Embedded Analytics
Tableau Embedded (Salesforce) read as Tableau Embedded Analytics
Tableau Embedded (by Salesforce) read as Tableau Embedded Analytics
ThoughtSpot read as ThoughtSpot Embedded
Thoughtspot read as ThoughtSpot Embedded
Unresolved, counted raw
Amazon Quick Sight
Amazon QuickSight Embedded
Looker – Google Cloud
Looker's LookML semantic layer
Luz
Omni Analytics
Pyramid Analytics
Qlik Embedded Analytics
Qlik Sense Embedded
QuickSight
Shiny
Standard Retool Visualization
TIBCO Jaspersoft / Hitachi Vantara Pentaho
Tableau Ask Data
Upsolve
Yurbi
Discontinued, still offered
No shut-down product was recommended here.