Embedded analytics
Asked as “embedded analytics platform”, and as “embedded BI for customer-facing dashboards”, on behalf of a mid-market 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
22%
Contested · Sisense 15%
22Metabase15Sisense13Luzmo51others
22% 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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
05
ThoughtSpot Embedded5%19%36accepted challengernewNew since September 2026: not ranked then, 5% now.
ThoughtSpot Embedded5%19%36accepted challengernewNew since September 2026: not ranked then, 5% now.10Power BI Embedded2%41%27criticized challengernewNew since September 2026: not ranked then, 2% now.
11
Microsoft Power BI Embedded2%50%24criticized challengernewNew since September 2026: not ranked then, 2% now.
Microsoft Power BI Embedded2%50%24criticized challengernewNew since September 2026: not ranked then, 2% now.Show the eight products at 0%, ordered by negative rate
16
Tableau Embedded Analytics0%41%17criticized challengernewNew since September 2026: not ranked then, 0% now.
Tableau Embedded Analytics0%41%17criticized challengernewNew since September 2026: not ranked then, 0% now.The floor is 11 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.
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
0405
06
07
08
09P10
11
12
13
14
1516L17
18
19Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Metabase22%
Metabase22%02Sisense15%
Sisense15%03Luzmo13%
Luzmo13%04Explo7%
Explo7%05ThoughtSpot Embedded5%
ThoughtSpot Embedded5%06Cube2%
Cube2%07GoodData2%
GoodData2%08Apache Superset2%
Apache Superset2%09Sigma2%
Sigma2%10Power BI Embedded2%
11Microsoft Power BI Embedded2%
Microsoft Power BI Embedded2%12Embeddable0%
Embeddable0%13Zoho Analytics0%
Zoho Analytics0%14Qrvey0%
Qrvey0%15Holistics0%
Holistics0%16Tableau Embedded Analytics0%
Tableau Embedded Analytics0%17Looker0%
18Domo Everywhere0%
Domo Everywhere0%19Tableau0%
Tableau0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Power BI Embedded
41%
11 of 27 labels negative · 8 of 14 models
“Note that setting up true external multi-tenancy and matching your app's exact UI/UX in these legacy tools can be complex and expensive.” Gemini 3.5 Flash, scale prompt
Looker
43%
15 of 35 labels negative · 7 of 14 models · 6 hard negative
“**Avoid**: Looker and Tableau unless you're already deeply invested in those ecosystems” Kimi K2, paraphrase prompt
Microsoft Power BI Embedded50%
12 of 24 labels negative · 7 of 14 models · 2 hard negative
“Legacy BI tools repackaged as "embedded" (Tableau, Power BI, Looker, Qlik)” DeepSeek V4 Flash, negative prompt
Tableau64%
18 of 28 labels negative · 6 of 14 models · 5 hard negative
“Don't use these for customer-facing embedded analytics unless you have a massive engineering budget” DeepSeek V4 Flash, 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
79 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. 1051 links across 156 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 · Holistics48 answers · 66 citations · 11 models
vendor site · Omni40 answers · 46 citations · 12 models
vendor site · Cube35 answers · 49 citations · 12 models
35 answers · 35 citations · 10 models
vendor site · Luzmo34 answers · 61 citations · 12 models
vendor site · Zoho33 answers · 44 citations · 11 models
vendor site · Embeddable26 answers · 47 citations · 11 models
vendor site · ThoughtSpot25 answers · 38 citations · 13 models
vendor site · Querio22 answers · 30 citations · 11 models
vendor site · Explo22 answers · 23 citations · 8 models
vendor site · Sisense21 answers · 26 citations · 13 models
vendor site · Draxlr18 answers · 24 citations · 11 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.
41 answers · 11 models
37 answers · 12 models
35 answers · 10 models
34 answers · 12 models
29 answers · 12 models
22 answers · 8 models
22 answers · 11 models
20 answers · 12 models
17 answers · 10 models
14 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 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 |
|---|---|---|---|---|---|---|---|---|
| Metabase metabase.com | 22% | 104 | 14,800 | 337 | 60,151 | 1 | ||
| Sisense sisense.com | 15% | 98 | 2,400 | 140 | 29,511 | $243 | 15 | 3 |
| Luzmo luzmo.com | 13% | 84 | 260 | 4 | 13,539 | 11 | 7 | |
| Explo explo.co | 7% | 37 | 3,600 | 305 | 6,266 | 0 | ||
| Draxlr draxlr.com | 7% | 25 | 320 | 0 | 684 | 0 | ||
| ThoughtSpot Embedded thoughtspot.com | 5% | 92 | 50 | 0 | 207,491 | $2,050 | 75 | |
| Reveal BI revealbi.io | 5% | 22 | 70 | 0 | 943 | $3,974 | 24 | 5 |
| Cube cube.dev | 2% | 48 | 90,500 | 152,613 | 5,632 | 2 | 2 | |
| Omni omni.co | 2% | 27 | 110,000 | 71,204 | 52,818 | 14 | ||
| GoodData gooddata.ai | 2% | 55 | 720 | 17 | 11,321 | 52 | 7 |
Google's top ten for the three searches hold 20 sites; 6 of them are among the sites the models cited here (cube.dev, embeddable.com, holistics.io, 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 a mid-market B2B company?”Paraphrase“Which embedded BI for customer-facing dashboards would you recommend to a mid-sized B2B company?”Comparative“What are the top embedded analytics platforms and how do they differ?”Budget-constrained“What is the best embedded analytics platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an embedded analytics platform. What should we look at?”Negative“Which embedded analytics platforms should I avoid or be cautious about?”
Claude Haiku 4.5SisenseSisenseHeldOmniDraxlrno first choiceagainst: Domo Everywhere, Metabase, Power BI Embedded, Qlik, Tableau Embedded Analytics
Four alternatives
Holistics, Looker Embedded, Metabase, Power BI EmbeddedFour alternatives
Draxlr, Holistics, Power BI Embedded, SigmaTwo alternatives
Embeddable, QrveyTwo alternatives
Luzmo, MetabaseGPT-5.4 miniSisenseagainst: Tableau Embedded AnalyticsSisenseHeldno first choiceMetabaseno first choicenothing named
Three alternatives
Looker, Power BI Embedded, ThoughtSpot EmbeddedTwo alternatives
Metabase, ThoughtSpot EmbeddedThree alternatives
Reveal, ThoughtSpot Developer tier, panintelligenceGemini 3.5 FlashOmniagainst: Looker, Microsoft Power BI Embedded, TableauLuzmoChangedagainst: Looker, Microsoft Power BI Embedded, TableauCube, Omniagainst: Looker, Microsoft Power BI Embedded, Tableau, ThoughtSpot EverywhereDraxlragainst: Apache Superset, Looker, Sisense, TableauCubeagainst: Power BI Embedded, Tableauagainst: Logi Symphony, Looker, Microsoft Power BI Embedded, Sisense, Tableau
Four alternatives
Embeddable, Luzmo, Metabase, QrveyFive alternatives
Cube, Embeddable, Explo, Metabase, OmniThree alternatives
Embeddable, Luzmo, QrveyThree alternatives
Amazon QuickSight, Cube, MetabaseFive alternatives
Embeddable, Explo, Luzmo, Omni, SigmaPerplexity SonarThoughtSpot EmbeddedExplo, LuzmoChangedagainst: Microsoft Power BI Embedded, TableauCubeMetabaseagainst: Amazon QuickSightno first choiceagainst: Domo Everywhere, Looker, Microsoft Power BI Embedded, Sigma, Tableau, ThoughtSpot Embedded
Three alternatives
Cube, Looker, Zoho AnalyticsOne alternative
CubeEight alternatives
Looker, Metabase, Microsoft Power BI Embedded, Omni, Sigma, Sisense, Tableau, ThoughtSpot EmbeddedOne alternative
DraxlrGrok 4.1 FastReveal BIagainst: Sisense, ThoughtSpot EmbeddedLuzmoChangedagainst: Power BI Embedded, Sisense, ThoughtSpot Embeddedno first choiceMetabaseagainst: LuzmoGoodData, ThoughtSpot Embeddedagainst: GoodData, Looker, Power BI Embedded, Sigma, Sisense, Tableau, ThoughtSpot Embedded
Five alternatives
Bold BI, Domo Everywhere, Power BI Embedded, Tableau, Zoho AnalyticsFive alternatives
Explo, GoodData, Holistics, Reveal BI, Zoho AnalyticsFour alternatives
Bold BI, DataClarity Unlimited Analytics, Draxlr, Zoho AnalyticsSix alternatives
Domo Everywhere, Luzmo, Power BI Embedded, Qlik, Sisense, Zoho AnalyticsMistral SmallExplo, SisenseExplo, Power BI EmbeddedChangedno first choiceMetabase, Queriono first choicenothing named
Two alternatives
Microsoft Power BI Embedded, Tableau Embedded AnalyticsTwo alternatives
Logi Analytics, LuzmoTwo alternatives
Luzmo, QrveyDeepSeek V4 FlashLuzmoagainst: Microsoft Power BI Embedded, TableauLuzmoHeldagainst: Looker Embedded, Power BI Embedded, Sisense, Tableau Embedded AnalyticsExplo, GoodData, Sisense, ThoughtSpot Embeddedagainst: Metabase, TableauDraxlragainst: Apache Superset, Domo Everywhere, GoodData, Looker, Power BI Embedded, Tableau Embedded Analytics, ThoughtSpot Embeddedno first choiceagainst: Domo Everywhere, Power BI Embedded, Sisense, Tableauagainst: GoodData, Logi Symphony, Looker, Metabase, Microsoft Power BI Embedded, Qlik, Sigma, Tableau
Two alternatives
GoodData, SisenseThree alternatives
Embeddable, Explo, QrveyTwo alternatives
Looker, Microsoft Power BI EmbeddedTwo alternatives
Metabase, Zoho AnalyticsThree alternatives
Looker, Luzmo, ThoughtSpot EmbeddedLlama 4 MaverickReveal BILooker Embedded AnalyticsChangedOmniDraxlrno first choicenothing named
Four alternatives
Cube.dev, Omni.co, Thinklytics Insights, ZohoTwo alternatives
Tableau Embedded Analytics, ThoughtSpot EmbeddedFive alternatives
Cube, Looker, Sisense, Tableau, ThoughtSpot EmbeddedThree alternatives
Astrato Analytics, Metabase, ThoughtSpot EmbeddedQwen 3.7 FlashSisenseLooker EmbeddedChangedagainst: Power BI EmbeddedGoodData, LookerApache Superset, Preset.aino first choiceagainst: Microsoft Power BI Embedded, Tableau Embedded Analytics
Three alternatives
Looker, Microsoft Power BI Embedded, ThoughtSpot EmbeddedTwo alternatives
GoodData, SisenseSix alternatives
Apache Superset, Metabase, Microsoft Power BI Embedded, Sisense, Tableau, ThoughtSpot EmbeddedFour alternatives
Lightdash, Metabase, Microsoft Power BI Embedded, RedashKimi K2ExploMetabase, SisenseChangedagainst: Looker, TableauSisenseagainst: MetabaseMetabaseagainst: Looker, Sisense, TableauLuzmo, Reveal BIagainst: Domo Everywhere, Power BI Embedded, Tableau Embedded Analyticsagainst: Explo, Looker, Microsoft Power BI Embedded, Sisense, Tableau
Four alternatives
Looker, Metabase, Power BI Embedded, PresetTwo alternatives
Luzmo, Sigma ComputingFive alternatives
Looker Embedded, Microsoft Power BI Embedded, Sigma Computing, Tableau Embedded Analytics, ThoughtSpot EmbeddedTwo alternatives
Apache Superset, Zoho AnalyticsTwo alternatives
Sisense, ThoughtSpot EmbeddedGLM 4.7 FlashXMetabaseLooker EmbedChangedThoughtSpot EmbeddedLuzmo, Metabaseagainst: Looker, Tableauno first choiceagainst: GoodData, Looker, Microsoft Power BI Embedded, Sigma, Sisense, Tableau, ThoughtSpot Embedded
Two alternatives
Looker, ThoughtSpot EmbeddedSix alternatives
Cube, Luzmo, Metabase, Power BI Embedded, Sigma, SisenseThree alternatives
GoodData, Looker, SisenseOne alternative
ChartbrewMiniMax M2.5Microsoft Power BI EmbeddedBold BIChangedagainst: Metabaseno first choiceMetabaseagainst: Power BI Embedded, ThoughtSpot Embeddedno first choiceagainst: LogiAnalytics, Sisensenothing named
Eight alternatives
Cube, Explo, Grow, Looker, Metabase, Sisense, Tableau Embedded Analytics, ThoughtSpot EmbeddedTwo alternatives
Luzmo, ThoughtSpot EmbeddedOne alternative
ExploGPT-6 LunaMetabaseSigmaChangedSigmaMetabaseno first choiceagainst: Looker, Power BI Embedded, Tableau Embedded Analytics
Three alternatives
Looker Embed, Sisense, ThoughtSpot EmbeddedThree alternatives
Metabase, Power BI Embedded, ThoughtSpot EmbeddedSeven alternatives
Embeddable, Looker, Luzmo, Metabase, Power BI Embedded, Sisense, ThoughtSpot EmbeddedOne alternative
Apache SupersetMuse Glimmer 30BSisenseSigma Embedded, ThoughtSpot EmbeddedChangedno first choiceMetabaseno first choiceagainst: Looker Embedded, Microsoft Power BI Embedded
Two alternatives
Reveal BI, ToucanFive alternatives
Looker, Luzmo, Metabase, Power BI Embedded, QuerioNine alternatives
Cube, Embeddable, Explo, GoodData, Holistics, Looker Embedded, Power BI Embedded, Tableau Embedded Analytics, ToucanThree alternatives
Apache Superset, Looker Studio, PresetBold 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 | 2026-10-04 23:58 | yes | 16 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:34 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:27 | yes | 7 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 01:40 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:14 | yes | 22 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:12 | yes | 18 | 12 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:58 | yes | 20 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:53 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:16 | yes | 5 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:46 | yes | 14 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:23 | yes | 11 | 54 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:33 | yes | 5 | 40 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:57 | yes | 5 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:16 | yes | 13 | 13 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:17 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:56 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:17 | yes | 11 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:05 | yes | 19 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:46 | yes | 23 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:34 | yes | 12 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:05 | yes | 19 | 46 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:08 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:09 | yes | 14 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:57 | yes | 20 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:43 | yes | 20 | 35 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:10 | yes | 15 | 61 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:16 | yes | 4 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:12 | yes | 14 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:20 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:38 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:42 | yes | 22 | 32 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:25 | yes | 18 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:01 | yes | 22 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:56 | yes | 7 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:10 | yes | 24 | 40 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:54 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:13 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:31 | yes | 18 | 45 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:10 | yes | 25 | 146 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:57 | yes | 12 | 17 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:55 | yes | 9 | 45 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:42 | yes | 19 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:11 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:55 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:30 | yes | 18 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:09 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:20 | yes | 21 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:14 | yes | 10 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:03 | yes | 17 | 44 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:47 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:16 | no | 0 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:40 | yes | 15 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:51 | yes | 24 | 116 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:44 | yes | 15 | 35 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:30 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:26 | yes | 13 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:18 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:11 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:04 | yes | 9 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 01:01 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:03 | yes | 13 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:19 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:23 | yes | 20 | 74 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:22 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:27 | yes | 5 | 23 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:02 | yes | 12 | 53 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:52 | yes | 13 | 40 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:14 | yes | 5 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:46 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:07 | yes | 14 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:56 | yes | 15 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:53 | yes | 2 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:07 | yes | 15 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 01:57 | yes | 18 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:53 | yes | 20 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:41 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:39 | yes | 24 | 57 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:03 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:48 | yes | 21 | 46 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:51 | yes | 24 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:19 | yes | 23 | 25 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:45 | yes | 9 | 16 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:35 | yes | 4 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:00 | yes | 25 | 35 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
Microsoft Power BI read as Microsoft Power BI Embedded
Microsoft Power BI (Embedded) 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
ThoughtSpot read as ThoughtSpot Embedded
Unresolved, counted raw
Chartbrew
Cube.js
DataClarity Unlimited Analytics
Looker Embedded Analytics
Mode Analytics
Peliqan
Preset.ai
Sisense Inc Lyve / Fuse
Strategy One
Thinklytics Insights
ThoughtSpot Developer tier
ThoughtSpot Everywhere
Wyn
Yellowfin
panintelligence
Discontinued, still offered
No shut-down product was recommended here.
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