# Metabase vs Sisense: which do AI models recommend for embedded analytics, October 2026

IT AI Recommendation Index, October 2026 Edition, Embedded analytics. Two of fourteen models named Metabase first on the direct prompt; five named Sisense. Page: https://it-ai-index.com/it-data/embedded-analytics/metabase-vs-sisense/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Metabase | 22% | #1 of 19 | 12% | 40 | 14 of 14 |
| Sisense | 15% | #2 of 19 | 28% | 39 | 14 of 14 |

## The direct prompt, model by model

- GLM 4.7 FlashX: metabase first (first choices: Metabase) (alternatives: Looker, ThoughtSpot Embedded)
- GPT-6 Luna: metabase first (first choices: Metabase) (alternatives: Looker Embed, Sisense, ThoughtSpot Embedded)
- Claude Haiku 4.5: sisense first (first choices: Sisense) (alternatives: Holistics, Looker Embedded, Metabase, Power BI Embedded)
- GPT-5.4 mini: sisense first (first choices: Sisense) (alternatives: Looker, Power BI Embedded, ThoughtSpot Embedded)
- Mistral Small: sisense first (first choices: Explo, Sisense) (alternatives: Microsoft Power BI Embedded, Tableau Embedded Analytics)
- Qwen 3.7 Flash: sisense first (first choices: Sisense) (alternatives: Looker, Microsoft Power BI Embedded, ThoughtSpot Embedded)
- Muse Glimmer 30B: sisense first (first choices: Sisense) (alternatives: Reveal BI, Toucan)
- Gemini 3.5 Flash: neither first, one named (first choices: Omni) (alternatives: Embeddable, Luzmo, Metabase, Qrvey)
- DeepSeek V4 Flash: neither first, one named (first choices: Luzmo) (alternatives: GoodData, Sisense)
- Kimi K2: neither first, one named (first choices: Explo) (alternatives: Looker, Metabase, Power BI Embedded, Preset)
- MiniMax M2.5: neither first, one named (first choices: Microsoft Power BI Embedded) (alternatives: Cube, Explo, Grow, Looker, Metabase, Sisense, Tableau Embedded Analytics, ThoughtSpot Embedded)
- Perplexity Sonar: neither named (first choices: ThoughtSpot Embedded) (alternatives: Cube, Looker, Zoho Analytics)
- Grok 4.1 Fast: neither named (first choices: Reveal BI) (alternatives: Bold BI, Domo Everywhere, Power BI Embedded, Tableau, Zoho Analytics)
- Llama 4 Maverick: neither named (first choices: Reveal BI) (alternatives: Cube.dev, Omni.co, Thinklytics Insights, Zoho)

## What the models said about Metabase

- "self-hosted Metabase for embedding (security, performance)" (DeepSeek V4 Flash, negative prompt, hard negative)
- "often cited as the fastest path to a first embedded dashboard but hits limits on serious multi-tenant isolation" (Kimi K2, comparative prompt, soft negative)
- "Deep embedding features gated to paid tiers; multi-tenant isolation weaker than dedicated embedded platforms" (DeepSeek V4 Flash, comparative prompt, soft negative)
- "Metabase (especially with static embeds) and Querio are the top recommendations for companies with limited budgets" (Mistral Small, budget prompt, first choice)
- "the best embedded analytics platform is likely the open-source self-hosted version of Metabase, which is completely free" (Grok 4.1 Fast, budget prompt, first choice)
- "Start with Metabase if you want to test the waters cost-effectively and have engineering resources" (Kimi K2, paraphrase prompt, first choice)

## What the models said about Sisense

- "A catastrophic, highly publicized supply chain data breach in April 2024." (Gemini 3.5 Flash, negative prompt, hard negative)
- "Avoid: Enterprise platforms like Tableau, Looker, or Sisense" (Kimi K2, budget prompt, hard negative)
- "Enterprise-grade tools (like Looker, Sisense, or Tableau) often require complex sales negotiations and five-to-six-figure annual contracts." (Gemini 3.5 Flash, budget prompt, soft negative)
- "Sisense is widely considered the strongest all-around contender due to its balance of price, ease of integration, and powerful visualization engine." (Qwen 3.7 Flash, direct prompt, first choice)
- "Best for mid-market SaaS products that want a turnkey embedded solution; teams without ecosystem commitments to Microsoft or Salesforce" (Claude Haiku 4.5, direct prompt, first choice)
- "For most mid-market B2B companies, Sisense and Explo are the strongest contenders, with Sisense leading for technical flexibility" (Mistral Small, direct prompt, first choice)

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; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.