# Cube: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 9 judge labels across 3 categories by 6 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/cube

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Revenue intelligence and forecasting](https://www.gane.ai/index/gtm/sales/revenue-intelligence-and-forecasting/index.md) | 0% | 31 | 14% | 7 |
| [Customer intelligence and data science](https://www.gane.ai/index/gtm/gtm-data/customer-intelligence-and-data-science/index.md) | 0% | 101 | 0% | 1 |
| [Data warehouse and reverse ETL for marketing](https://www.gane.ai/index/gtm/gtm-data/data-warehouse-reverse-etl/index.md) | 0% | 63 | 0% | 1 |

## What the models said for it

- "Add a finance-side planning tool such as Aleph, Cube, or Datarails" (Perplexity Sonar, Revenue intel)

## And against it

- "Niche alternatives: Anaplan/Cube/Pigment for finance-heavy forecasting" (Grok 4.20, Revenue intel)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 0 | 1 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 2 | 1 | 3 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 2 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Cube, from 17 of the 20 answers that named it (only the models that return a source list).

### Domains cited

- getaleph.com: 13
- avoma.com: 10
- commonroom.io: 10
- dupple.com: 7
- outreach.ai: 6
- gane.ai/index: 5
- gtmtechindex.com: 5
- aviso.com: 4
- guideflow.com: 4
- zapier.com: 4

### Pages cited

- https://getaleph.com/answers/revenue-forecasting-software-b2b: 13
- https://commonroom.io/blog/best-revenue-forecasting-software-for-b2b-sales-teams: 10
- https://avoma.com/blog/best-revenue-intelligence-software: 9
- https://dupple.com/learn/best-revenue-intelligence-platforms: 6
- https://gtmtechindex.com/categories/revenue-intelligence: 5
- https://guideflow.com/blog/revenue-forecasting-software: 4
- https://zapier.com/blog/revenue-intelligence-platform: 4
- https://aviso.com/gong-vs-aviso: 3

## What it publishes

Every page cubeapm.com exposes, read 2026-09-29: 1054 addresses. By kind, pages and the last 90 days:

- blog: 492 pages, 39 in the last 90 days, latest 2026-08-19
- case study: 7 pages, 0 in the last 90 days, latest 2026-03-23
- webinar or virtual event: 1 pages, 1 in the last 90 days, latest 2026-07-01
- comparison: 255 pages, 27 in the last 90 days, latest 2026-07-20
- template or tool: 14 pages, 0 in the last 90 days, latest 2026-03-30
- glossary or explainer: 13 pages, 0 in the last 90 days, latest 2026-05-18
- Recent: 2026-08-19 blog: Sap monitoring complete guide https://cubeapm.com/blog/sap-monitoring-complete-guide
- Recent: 2026-08-19 blog: Log retention costs reduce storage bills https://cubeapm.com/blog/log-retention-costs-reduce-storage-bills
- Recent: 2026-08-19 blog: Log retention best practices https://cubeapm.com/blog/log-retention-best-practices
- Recent: 2026-08-19 blog: Canary deployment monitoring guide https://cubeapm.com/blog/canary-deployment-monitoring-guide
- Recent: 2026-08-19 blog: Monitoring embedding driven search rag pipelines https://cubeapm.com/blog/monitoring-embedding-driven-search-rag-pipelines
- Recent: 2026-08-19 blog: Sap hana monitoring key metrics tools setup guide https://cubeapm.com/blog/sap-hana-monitoring-key-metrics-tools-setup-guide

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.