Embedded analytics for small business buyers
Asked as “embedded analytics platform”, and as “embedded BI for customer-facing dashboards”, on behalf of a small B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
34%
Contested · Zoho Analytics 15%
34Metabase15Zoho Analytics09Draxlr42others
34% of first choices, contested.
Since October 2026▼−12Since October 2026: 46% → 34%, −12 points. Past the 11-point floor: movement.Metabase held the lead, −12 points on 46%, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Metabase34%Contested▼−12Since October 2026: 46% → 34%, −12 points. Past the 11-point floor: movement.This pageMid-marketMetabase30%Contested▲+8Since October 2026: 22% → 30%, +8 points. Inside the 11-point floor: within noise.Standing →Enterprise
Sisense30%Contested↗new leaderNew leader since October 2026: Sisense (30%) replaces GoodData (16% then, 7% now), 23 points clear, past the 11-point floor.Standing →
Metabase34%Contested▼−12Since October 2026: 46% → 34%, −12 points. Past the 11-point floor: movement.This pageMid-marketMetabase30%Contested▲+8Since October 2026: 22% → 30%, +8 points. Inside the 11-point floor: within noise.Standing →EnterpriseSisense30%Contested↗new leaderNew leader since October 2026: Sisense (30%) replaces GoodData (16% then, 7% now), 23 points clear, past the 11-point floor.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Metabase34%9%53endorsed leader▼−12Since October 2026: 46% → 34%, −12 points. Past the 11-point floor: movement.46% → 34%
Metabase34%9%53endorsed leader▼−12Since October 2026: 46% → 34%, −12 points. Past the 11-point floor: movement.46% → 34%02
Zoho Analytics15%0%27accepted challenger▲+11Since October 2026: 4% → 15%, +11 points. Past the 11-point floor: movement.4% → 15%
Zoho Analytics15%0%27accepted challenger▲+11Since October 2026: 4% → 15%, +11 points. Past the 11-point floor: movement.4% → 15%03
Draxlr9%0%13accepted challenger▲+1Since October 2026: 8% → 9%, +1 point. Inside the 11-point floor: within noise.8% → 9%
Draxlr9%0%13accepted challenger▲+1Since October 2026: 8% → 9%, +1 point. Inside the 11-point floor: within noise.8% → 9%04
Luzmo8%16%50accepted challenger▼−4Since October 2026: 12% → 8%, −4 points. Inside the 11-point floor: within noise.12% → 8%
Luzmo8%16%50accepted challenger▼−4Since October 2026: 12% → 8%, −4 points. Inside the 11-point floor: within noise.12% → 8%05Reveal2%0%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
06Power BI Embedded2%46%39criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
07Looker2%78%36criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Show the six products at 0%, ordered by negative rate
13
Tableau Embedded Analytics0%82%45criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Tableau Embedded Analytics0%82%45criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Microsoft Power BI Embedded0%76%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Microsoft Power BI Embedded0%76%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12Sisense0%61%38criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Sisense0%61%38criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
GoodData0%33%12criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
GoodData0%33%12criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%08
Embeddable0%6%31accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Embeddable0%6%31accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%09
Qrvey0%0%15accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Qrvey0%0%15accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
Metabase vs Microsoft Power BI EmbeddedMetabase vs EmbeddableMetabase vs Zoho AnalyticsMetabase vs Apache SupersetLuzmo vs SisenseLuzmo vs QrveyLuzmo vs Microsoft Power BI EmbeddedLuzmo vs EmbeddableLuzmo vs Zoho AnalyticsLuzmo vs Apache SupersetSisense vs QrveySisense vs Microsoft Power BI EmbeddedSisense vs EmbeddableSisense vs Zoho AnalyticsSisense vs Apache SupersetQrvey vs Microsoft Power BI EmbeddedQrvey vs EmbeddableQrvey vs Zoho AnalyticsQrvey vs Apache SupersetMicrosoft Power BI Embedded vs EmbeddableMicrosoft Power BI Embedded vs Zoho AnalyticsMicrosoft Power BI Embedded vs Apache SupersetEmbeddable vs Zoho AnalyticsEmbeddable vs Apache SupersetZoho Analytics 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 →
01020304R05
P06
L07
080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Metabase34%
Metabase34%02Zoho Analytics15%
Zoho Analytics15%03Draxlr9%
Draxlr9%04Luzmo8%
Luzmo8%05Reveal2%
06Power BI Embedded2%
07Looker2%
08Embeddable0%
Embeddable0%09Qrvey0%
Qrvey0%10GoodData0%
GoodData0%11Microsoft Power BI Embedded0%
Microsoft Power BI Embedded0%12Sisense0%
Sisense0%13Tableau Embedded Analytics0%
Tableau Embedded Analytics0%What they warned about
One of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, 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.
Tableau Embedded Analytics82%
37 of 45 labels negative · 13 of 14 models · 14 hard negative
“Why to Avoid: Tableau is arguably the best visualization tool for internal analysis, but it is difficult to "embed" deeply into a product.” Qwen 3.7 Flash, negative prompt
Looker
78%
28 of 36 labels negative · 12 of 14 models · 12 hard negative
“you generally want to avoid overly complex enterprise tools like Looker or Tableau (high cost, heavy admin maintenance)” Gemini 3.5 Flash, scale prompt
Power BI Embedded
46%
18 of 39 labels negative · 12 of 14 models · 7 hard negative
“Avoid heavier enterprise tools like Looker, Tableau Embedded, Sisense, Qlik, or Power BI Embedded for a small business” Grok 4.20, paraphrase prompt
Sisense61%
23 of 38 labels negative · 11 of 14 models · 6 hard negative
“Avoid for Small Business: Sisense / Tableau / Looker | Quote-based, enterprise-focused, heavy implementation” Kimi K2, paraphrase prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
74 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. 817 links across 126 sites, every framing counted. Ranked by the number of answers carrying the site or page. 28 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Upsolve.ai35 answers · 57 citations · 11 models
vendor site · Qrvey30 answers · 33 citations · 9 models
vendor site · Mammoth23 answers · 33 citations · 9 models
vendor site · Draxlr22 answers · 39 citations · 8 models
vendor site · Holistics21 answers · 29 citations · 9 models
vendor site · Metabase20 answers · 53 citations · 8 models
vendor site · Luzmo19 answers · 32 citations · 10 models
19 answers · 20 citations · 7 models
vendor site · Zoho18 answers · 25 citations · 7 models
vendor site · Embeddable18 answers · 23 citations · 10 models
vendor site · Softwaresuggest18 answers · 18 citations · 9 models
17 answers · 18 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.
25 answers · 9 models
23 answers · 9 models
22 answers · 9 models
19 answers · 7 models
17 answers · 9 models
16 answers · 8 models
16 answers · 9 models
15 answers · 5 models
15 answers · 9 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 Metabase 34%, Metabase Open Source 2% | 36% | 107 | 14,800 | 337 | 60,151 | 1 | ||
| Zoho Analytics zoho.com | 15% | 41 | 2,900 | 23 | 1,216,894 | $51,031 | 119 | 4 |
| Draxlr draxlr.com | 9% | 25 | 320 | 0 | 684 | 0 | ||
| Luzmo luzmo.com | 8% | 97 | 260 | 4 | 13,539 | 11 | 7 | |
| Looker Studio | 8% | 40,500 | 452 | |||||
| Bold BI boldbi.com | 4% | 14 | 6 | |||||
| Explo explo.co | 4% | 13 | 3,600 | 305 | 6,266 | 0 | ||
| Mammoth mammoth.io Mammoth 2%, Mammoth Analytics 2% | 4% | 18 | ||||||
| Reveal | 2% | |||||||
| Cube cube.dev | 2% | 32 | 90,500 | 152,613 | 5,632 | 2 | 2 |
Google's top ten for the three searches hold 20 sites; 5 of them are among the sites the models cited here (embeddable.com, holistics.io, luzmo.com, qrvey.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 small B2B company?”Paraphrase“Which embedded BI for customer-facing dashboards would you recommend to a small business that sells to other businesses?”Comparative“What are the top embedded analytics platforms for a small team and how do they differ?”Budget-constrained“What is the best embedded analytics platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an embedded analytics platform. What should we look at?”Negative“Which embedded analytics platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5MetabaseMetabaseHeldagainst: Looker, Tableau Embedded AnalyticsLuzmo, MetabaseMetabaseno first choiceagainst: Domo Everywhere, Looker, Power BI Embedded, Tableau Embedded Analytics
Five alternatives
Explo, Luzmo, Power BI Embedded, Qrvey, SisenseFour alternatives
Embeddable, Power BI Embedded, Qrvey, Tableau Embedded AnalyticsTwo alternatives
Luzmo, Zoho AnalyticsGPT-5.4 miniMetabaseLookerChangedMetabaseagainst: Power BI Embedded, Tableau Embedded AnalyticsMetabaseno first choiceagainst: Looker, Metabase, Power BI Embedded, Tableau Embedded Analytics, Yellowfin
Three alternatives
Power BI Embedded, Sisense, Tableau Embedded AnalyticsTwo alternatives
Luzmo, Power BI EmbeddedTwo alternatives
Preset, ThoughtSpot EmbeddedThree alternatives
Amazon QuickSight, GoodData, Power BI EmbeddedGemini 3.5 FlashExplo, Metabaseagainst: Domo Everywhere, Looker, Microsoft Power BI Embedded, Sisense, Tableau Embedded AnalyticsExploChangedagainst: Looker, Sisense, Tableau Embedded AnalyticsMetabaseagainst: Looker, Sisense, Tableau Embedded AnalyticsMetabaseagainst: Domo Everywhere, Looker, Tableau Embedded Analyticsno first choiceagainst: Looker, Tableau Embedded Analyticsagainst: Domo Everywhere, Looker, Power BI Embedded, Qlik Embedded Analytics / QAP, Sisense, Tableau Embedded Analytics, ThoughtSpot Embedded
Three alternatives
Cube.js, Embeddable, LuzmoFour alternatives
Embeddable, Luzmo, Metabase, VizzlyFour alternatives
Amazon QuickSight, Cube, Embeddable, LuzmoFive alternatives
Apache Superset, Cube, GoodData, Luzmo, PresetEleven alternatives
Apache Superset, Cube.dev, Embeddable, Explo, Lightdash, Luzmo, Metabase, Preset, Toucan Toco, Tremor, VizzlyPerplexity SonarLuzmoZoho AnalyticsChangedLuzmoagainst: Looker EmbeddedMetabaseagainst: Luzmono first choiceagainst: Apache Superset, Domo Everywhere, Looker, Metabase, Power BI Embedded, Sisense, Tableau Embedded Analytics, ThoughtSpot Embedded
Two alternatives
Embeddable, Zoho AnalyticsOne alternative
LuzmoFour alternatives
Embeddable, Metabase, Power BI Embedded, QrveyTwo alternatives
Mammoth, Zoho AnalyticsGrok 4.20Zoho Analyticsagainst: Looker, Power BI Embedded, Reveal BI, Sisense, Tableau Embedded AnalyticsLuzmoChangedagainst: Databrain, Looker, Metabase, Power BI Embedded, Qlik Embedded Analytics / QAP, Sisense, Tableau Embedded AnalyticsDraxlr, Metabaseagainst: GoodData, Looker, Power BI Embedded, Qlik Embedded Analytics / QAP, Sisense, Tableau Embedded AnalyticsGoogle Looker Studio, Zoho Analyticsagainst: Microsoft Power BI Embedded, Sisense, Yellowfinno first choiceagainst: Tableau Embedded Analyticsagainst: Looker, Power BI Embedded, Tableau Embedded Analytics
Four alternatives
Embeddable, Luzmo, Qrvey, Sigma ComputingTwo alternatives
Bold BI, Zoho AnalyticsThree alternatives
Embeddable, Luzmo, QrveyTwo alternatives
Metabase, Qlik Embedded Analytics / QAPThree alternatives
Chartio, Metabase, SupersetMistral SmallMetabaseBold BI, RevealChangedagainst: Tableau Embedded AnalyticsZoho Analyticsagainst: Tableau Embedded AnalyticsLooker Studiono first choiceagainst: Dundas, Embedded Analytics by Sisense, Logi Analytics, Looker, Metabase, Redash, Superset, Tableau Embedded Analyticsagainst: Looker, Microsoft Power BI Embedded, Sisense, Tableau Embedded Analytics, ThoughtSpot Embedded
Three alternatives
Luzmo, Reveal, Zoho AnalyticsOne alternative
Power BI EmbeddedSix alternatives
Looker, Luzmo, Mammoth, Metabase, Power BI Embedded, SisenseTwo alternatives
Klipfolio, Zoho AnalyticsOne alternative
Power BI EmbeddedDeepSeek V4 FlashZoho AnalyticsMammothChangedagainst: Luzmo, Power BI Embedded, SisenseLuzmoagainst: Explo, Looker, Power BI Embedded, SisenseMetabaseagainst: Luzmo, Microsoft Power BI EmbeddedLuzmoagainst: Looker, Microsoft Power BI Embeddedagainst: Explo, Looker, Microsoft Power BI Embedded, Sisense Embedded, Tableau Embedded Analytics, ThoughtSpot Embedded
Two alternatives
Luzmo, Power BI EmbeddedTwo alternatives
Draxlr, MetabaseFour alternatives
Draxlr, Embeddable, Metabase, Zoho AnalyticsTwo alternatives
Apache Superset, DraxlrFour alternatives
Dundas BI, Embeddable, Holistics, QrveyLlama 4 MaverickMetabaseLuzmoChangedno first choiceDraxlrno first choicenothing named
Four alternatives
Luzmo, Reveal, Zoho Analytics, e6dataTwo alternatives
Mammoth, SisenseTwo alternatives
Luzmo, Metabase EmbeddedQwen 3.7 FlashMetabaseagainst: Looker, Tableau Embedded AnalyticsMammoth AnalyticsChangedagainst: Microsoft Power BI Embedded, Tableau Embedded AnalyticsZoho Analyticsagainst: Tableau Embedded AnalyticsLooker Studio, Zoho Analyticsagainst: Power BI Embedded, Sisense, Tableau Embedded Analyticsno first choiceagainst: GoodData, Klipfolio, Lightdashagainst: Google Looker, Microsoft Power BI Embedded, Qlik Embedded Analytics / QAP, Sisense, Tableau Embedded Analytics
Four alternatives
Holistics, Luzmo, Qrvey, RevealTwo alternatives
Luzmo, Microsoft Power BI EmbeddedTwo alternatives
Peliqan, SisenseOne alternative
MetabaseKimi K2MetabaseDraxlrChangedagainst: Looker, Luzmo, Metabase, Power BI Embedded, Sisense, Tableau Embedded AnalyticsMetabaseagainst: Microsoft Power BI Embedded, Tableau Embedded AnalyticsLooker Studio, Metabaseno first choiceagainst: GoodData, Looker, Power BI Embedded, Sisense, Tableau Embedded Analytics
Four alternatives
Draxlr, Luzmo, Reveal, Zoho AnalyticsOne alternative
EmbeddableTwo alternatives
Embeddable, LuzmoTwo alternatives
Luzmo, RevealGLM 4.7 FlashXZoho Analyticsagainst: Looker Embedded, Luzmo, Microsoft Power BI Embedded, Tableau Embedded AnalyticsBold BIChangedagainst: Looker, SisenseLuzmo, Revealagainst: SisenseDraxlr, Kyligenceagainst: Looker, Luzmo, Power BI Embedded, Sisense, Tableau Embedded Analyticsno first choiceagainst: Looker, Microsoft Power BI Embedded, Sisense, Tableau Embedded Analytics, ThoughtSpot Embedded
Three alternatives
Metabase, Qrvey, SisenseOne alternative
Power BI EmbeddedFive alternatives
Embeddable, Holistics, Power BI Embedded, Qrvey, Tableau Embedded AnalyticsThree alternatives
Apache Superset, Metabase, Zoho AnalyticsMiniMax M2.5MetabaseCube, MetabaseChangedDraxlr, Metabaseagainst: EmbeddableDraxlr, Metabase Open Sourceagainst: Google Looker Studiono first choiceagainst: Domo Everywhere, Looker, Power BI Embedded, Sisense, Tableau Embedded Analytics, ThoughtSpot Embedded
Four alternatives
Cube, Luzmo, Reveal, Zoho AnalyticsThree alternatives
Basedash, Bold BI, DatabrainTwo alternatives
GoodData, LuzmoGPT-6 LunaLightdashMetabaseChangedMetabaseagainst: LuzmoMetabaseno first choiceagainst: Looker Embedded, Power BI Embedded, Preset, Self-hosted Apache Superset, Sisense, Tableau Embedded Analytics
One alternative
MetabaseTwo alternatives
Amazon QuickSight, Power BI EmbeddedThree alternatives
Lightdash, Power BI Embedded, PresetOne alternative
Apache SupersetMuse Glimmer 30BZoho AnalyticsDraxlrChangedagainst: LuzmoApache Superset, Lightdash, Metabaseagainst: Looker, Microsoft Power BI Embedded, Sisense, Tableau Embedded AnalyticsLooker Studio, Zoho Analyticsagainst: Embeddable, GoodDataPower BI Embeddedagainst: Tableau Embedded Analyticsagainst: Looker, Microsoft Power BI Embedded, Power BI Embedded, Tableau Embedded Analytics
Four alternatives
Embeddable, Luzmo, Power BI Embedded, QrveyTwo alternatives
Mammoth, MetabaseThree alternatives
Embeddable, Luzmo, QrveyOne alternative
MammothSeven alternatives
DataTako, Draxlr, Looker, Metabase, Qrvey, Sisense, ThoughtSpot EmbeddedBold 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.
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 | 2026-11-01 14:24 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:17 | yes | 5 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:46 | yes | 9 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:56 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:29 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:44 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:53 | yes | 25 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:23 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:05 | yes | 5 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:38 | yes | 14 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:34 | yes | 23 | 38 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:30 | yes | 5 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:29 | yes | 2 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:05 | yes | 12 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:04 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:13 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:43 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:37 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:19 | yes | 14 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:13 | no | 0 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:26 | yes | 23 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:26 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:29 | yes | 14 | 106 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:31 | yes | 19 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:02 | yes | 22 | 32 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:10 | yes | 10 | 46 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:25 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:10 | yes | 24 | 38 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:49 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:10 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:06 | yes | 11 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:58 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:59 | yes | 8 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:21 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:09 | yes | 23 | 72 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:12 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:42 | yes | 10 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:02 | yes | 14 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:10 | yes | 22 | 157 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:34 | yes | 12 | 39 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:11 | yes | 5 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:07 | yes | 14 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:33 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:54 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:20 | no | 0 | 14 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:03 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:54 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:49 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:50 | yes | 23 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:53 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:07 | yes | 5 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:45 | yes | 13 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:08 | yes | 10 | 13 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:56 | yes | 19 | 33 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:26 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:25 | yes | 11 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:45 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:53 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:00 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:37 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:02 | yes | 5 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:07 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:37 | yes | 19 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:33 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:46 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:26 | yes | 15 | 41 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:26 | yes | 9 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:59 | no | 0 | 11 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:55 | yes | 4 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:58 | yes | 15 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:29 | yes | 16 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:16 | yes | 6 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:59 | yes | 5 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:25 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:58 | yes | 15 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:23 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:22 | yes | 24 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:34 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:43 | yes | 12 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:15 | yes | 25 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:01 | yes | 15 | 46 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:41 | yes | 18 | 52 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:37 | yes | 6 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:26 | yes | 15 | 26 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
GoodData.AI read as GoodData
Microsoft Power BI read as Microsoft Power BI Embedded
Power BI read as Microsoft Power BI Embedded
Power BI (Power BI Embedded) read as Microsoft Power BI Embedded
Qlik read as Qlik Embedded Analytics / QAP
Qlik Sense read as Qlik Embedded Analytics / QAP
Tableau read as Tableau Embedded Analytics
Tableau (Embedded Analytics) read as Tableau Embedded Analytics
Tableau (Embedded Edition) read as Tableau Embedded Analytics
Tableau (Embedded) read as Tableau Embedded Analytics
Tableau (Salesforce) read as Tableau Embedded Analytics
Tableau (Tableau Embedded) read as Tableau Embedded Analytics
Tableau (including Tableau Embedded Analytics) read as Tableau Embedded Analytics
Tableau Embedded read as Tableau Embedded Analytics
Tableau Embedded (Salesforce) read as Tableau Embedded Analytics
ThoughtSpot read as ThoughtSpot Embedded
Upsolve read as Upsolve.ai
Unresolved, counted raw
Chartblocks
DataTako
Dundas
Embedded Analytics by Sisense
Evidence.dev
Metabase Open Source
Self-hosted Apache Superset
Spotfire
Discontinued, still offered
No shut-down product was recommended here.