# OneStream: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 142 judge labels across 9 categories by 14 of 14 models. Page: https://www.gane.ai/index/finance/vendors/onestream

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Financial consolidation](https://www.gane.ai/index/finance/accounting/financial-consolidation/index.md) | 4% | 6 | 36% | 42 |
| [Corporate performance management](https://www.gane.ai/index/finance/planning/corporate-performance-management/index.md) | 0% | 19 | 31% | 39 |
| [FP&A platforms](https://www.gane.ai/index/finance/planning/fpa-platforms/index.md) | 0% | 23 | 28% | 18 |
| [Financial close management](https://www.gane.ai/index/finance/accounting/financial-close-management/index.md) | 0% | 20 | 13% | 15 |
| [Account reconciliation](https://www.gane.ai/index/finance/accounting/account-reconciliation/index.md) | 0% | 17 | 0% | 10 |
| [SEC and disclosure reporting](https://www.gane.ai/index/finance/accounting/sec-and-disclosure-reporting/index.md) | 0% | 9 | 0% | 7 |
| [Financial modeling and scenario planning](https://www.gane.ai/index/finance/planning/financial-modeling-and-scenario-planning/index.md) | 0% | 102 | 60% | 5 |
| [Financial reporting and dashboards](https://www.gane.ai/index/finance/planning/financial-reporting-and-dashboards/index.md) | 0% | 31 | 0% | 5 |
| [Cash flow forecasting](https://www.gane.ai/index/finance/treasury/cash-flow-forecasting/index.md) | 0% | 54 | 0% | 1 |

## What the models said for it

- "Positioned as best for enterprise finance teams for deep, complex group structures with heavy automation... "the strongest third-party choice"" (Muse Glimmer 30B, Financial consolidation)
- "Best for large, complex enterprises that want consolidation + close + planning + reporting on one platform" (GPT-5.4 mini, Financial consolidation)
- "Best For: Complex global enterprises seeking a unified platform for consolidation, FP&A, and close management." (Gemini 3.5 Flash, Financial consolidation)
- "The current market leader for mid-to-large enterprises seeking a cloud-native, all-in-one platform." (Qwen 3.7 Flash, Financial consolidation)

## And against it

- "When to avoid \u201cfull\u2011stack\u201d EPM suites ... OneStream | $150\u202fK\u202f+/yr | ... heavy implementation." (GLM 4.7 FlashX, Corporate performance ma)
- "Avoid starting with OneStream, Oracle EPM, or Anaplan unless the company has complex multinational requirements" (Perplexity Sonar, Financial consolidation)
- "Skip enterprise platforms like Anaplan, OneStream, Oracle EPM, or Workday Adaptive Planning" (DeepSeek V4 Flash, Financial modeling)
- "Avoid Anaplan and OneStream; you likely do not have the headcount to manage them." (Qwen 3.7 Flash, FP&A platforms)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 4 | 0 | 6 |
| GPT-5.4 mini | 2 | 4 | 2 | 2 | 10 |
| Gemini 3.5 Flash | 1 | 3 | 1 | 5 | 10 |
| Perplexity Sonar | 1 | 5 | 1 | 3 | 10 |
| Grok 4.20 | 0 | 7 | 4 | 5 | 16 |
| Mistral Small | 0 | 3 | 2 | 0 | 5 |
| DeepSeek V4 Flash | 1 | 4 | 2 | 8 | 15 |
| Llama 4 Maverick | 0 | 1 | 6 | 0 | 7 |
| Qwen 3.7 Flash | 1 | 3 | 1 | 3 | 8 |
| Kimi K2 | 0 | 4 | 4 | 5 | 13 |
| GLM 4.7 FlashX | 1 | 5 | 3 | 1 | 10 |
| MiniMax M2.5 | 1 | 4 | 6 | 2 | 13 |
| GPT-6 Luna | 1 | 3 | 3 | 0 | 7 |
| Muse Glimmer 30B | 2 | 2 | 5 | 3 | 12 |

## Sources returned with these answers

The sites and pages cited by the answers that named OneStream, from 553 of the 583 answers that named it (only the models that return a source list).

### Domains cited

- cfoshortlist.com: 241
- prophix.com: 226
- g2.com: 158
- onestream.com: 147 (its own site)
- getaleph.com: 101
- erpresearch.com: 100
- simetrik.com: 81
- softwaresuggest.com: 78
- softwareconnect.com: 77
- datarails.com: 75

### Pages cited

- https://prophix.com/blog/the-12-best-financial-consolidation-software-tools-for-fp-a-teams: 56
- https://softwaresuggest.com/enterprise-performance-management-software: 51
- https://softwareconnect.com/roundups/best-financial-consolidation-software: 42
- https://github.com/ishandutta2007/Awesome-Enterprise-Performance-Management-EPM/blob/main/README.md: 40
- https://planful.com/best-financial-close-and-consolidation-software: 39
- https://selecthub.com/c/epm-software: 39
- https://cfoshortlist.com/reports/best-account-reconciliation-software: 38
- https://onestream.com/compare: 37

## In its own words

What OneStream's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: AI operating system for modern Finance (https://onestream.com/)
- For: Finance (https://onestream.com/)
- Free plan or trial: Free, Personal Demo (https://www.onestream.com/platform)
- Integrations claimed: 250 (https://www.onestream.com/platform)
- Certifications: FedRAMP, SSAE 18, SOC 1 Type II, SOC 2 Type II, ISO 27001, DoD IL4
- Customers named: Cox Enterprises, Comcast, General Dynamics, Costco, KLM, Koenig & Bauer, Brenntag, Rémy Cointreau

## What it publishes

Every page onestream.com exposes, read 2026-09-29: 3354 addresses. By kind, pages and the last 90 days:

- blog: 1204 pages, 0 in the last 90 days, latest undated
- case study: 13 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 105 pages, 0 in the last 90 days, latest undated
- conference or event: 29 pages, 0 in the last 90 days, latest undated
- report or ebook: 41 pages, 0 in the last 90 days, latest undated
- comparison: 35 pages, 0 in the last 90 days, latest undated
- template or tool: 33 pages, 1 in the last 90 days, latest 2026-09-02
- glossary or explainer: 24 pages, 0 in the last 90 days, latest undated
- podcast or video: 2 pages, 1 in the last 90 days, latest 2026-07-02
- news or press: 233 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-02 template or tool: Generators https://dev.onestream.com/docs/ai/solutions/xbr-xperiflow-business-rules/class-library/Xperiflow/Core/RestApi/Generators
- Recent: 2026-07-02 podcast or video: The onestream podcast archive now lives in the community 8491 https://community.onestream.com/news-3/the-onestream-podcast-archive-now-lives-in-the-community-8491
- Recent: 2026-04-22 template or tool: BodyGeneratorPackagesContext https://dev.onestream.com/docs/ai/solutions/xbr-xperiflow-business-rules/class-library/Xperiflow/Core/RestApi/Generators/Classes/BodyGeneratorPackagesContext
- Recent: 2026-04-22 template or tool: BodyGeneratorPbmDto https://dev.onestream.com/docs/ai/solutions/xbr-xperiflow-business-rules/class-library/Xperiflow/Core/RestApi/Generators/Classes/BodyGeneratorPbmDto
- Recent: 2026-04-22 template or tool: DataTableColumnInfoContext https://dev.onestream.com/docs/ai/solutions/xbr-xperiflow-business-rules/class-library/Xperiflow/Core/RestApi/Generators/Classes/DataTableColumnInfoContext
- Recent: 2026-04-22 template or tool: DataTableContext https://dev.onestream.com/docs/ai/solutions/xbr-xperiflow-business-rules/class-library/Xperiflow/Core/RestApi/Generators/Classes/DataTableContext

## Record

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