3 categories · RankedCube
Cube is an agentic finance layer for FP&A, built for finance professionals · cube.dev ↗
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Metabase is first at 34%.
Metabase is first at 30%. 1 of 14 models made it the first choice when asked directly.
Sisense is first at 30%.
Why models recommend it
“Cube and Sisense are top picks due to their flexibility, multi-tenancy support, and strong embedded analytics features”Mistral Small · Direct question · first choice
“If you're building a new product from scratch, Cube or Sisense are excellent choices.”GLM 4.7 FlashX · Comparative question · first choice
“Cube is built on a semantic layer, multi-tenant by construction, with row-level security that flows to end users”Claude Haiku 4.5 · Comparative question · alternative
“Choose Cube Cloud if you are a B2B SaaS company building analytics directly into your product”Gemini 3.5 Flash · Direct question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Cube, over the 40 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 20 | 0 | View → | |
| 17 | 4 | View → | |
| 15 | 4 | View → | |
| 15 | 2 | View → | |
| 13 | 1 | View → | |
| 13 | 0 | View → | |
| 11 | 2 | View → | |
| 11 | 1 | View → | |
| 11 | 0 | View → | |
| 10 | 1 | View → |
A side-by-side page exists where both products are among a category's top eight.
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
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. These counts come from 32 of the 40 answers that named Cube and are not a share of its labels.
Domains cited
Sixty-three of the eighty domain citations in answers naming Cube came from a third party's page.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 5 | 3 | 0 | 8 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 1 | 0 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |
What it publishes
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 395 | 45 | 2026-09-22 | Embedded analytics, ETL | |
| Template or tool | 305 | undated | |||
| Conference or event | 150 | undated | Embedded analytics, Data warehouses | ||
| Case study | 30 | undated | Embedded analytics | ||
| Glossary or explainer | 21 | 11 | 2026-09-28 | Embedded analytics | |
| Report or ebook | 14 | 0 | 2022-09-15 | ||
| Comparison | 13 | 5 | 2026-08-04 | ETL, Embedded analytics | |
| Webinar or virtual event | 4 | undated |
Most recent
- 2026-09-28What is natural language query glossary or explainer
- 2026-09-24What is generative bi glossary or explainer
- 2026-09-22Open source semantic layer blog
- 2026-09-21What is augmented analytics glossary or explainer
- 2026-09-17Archive blog
- 2026-09-17Cube snowflake coco blog
How it is countedHide how it is counted
Every page cube.dev exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.