# Corporate performance management for small business buyers: what AI models recommend, September 2026

Gane Index, September 2026 Edition. Asked as "EPM software" and as "corporate performance management platform", six framings each, to twelve models with search on, on behalf of a small B2B company. Page: https://www.gane.ai/index/finance/planning/corporate-performance-management/2026-09/smb

This is the permanent record of the September 2026 Edition, published September 17, 2026 and superseded since. The current standing: https://www.gane.ai/index/finance/planning/corporate-performance-management/smb/index.md

**Standing:** Cube leads with 16% of first choices; verdict contested. 57 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Cube](https://www.gane.ai/index/finance/vendors/cube/index.md) | 16% | 4% | 24 |
| 2 | [Vena](https://www.gane.ai/index/finance/vendors/vena/index.md) | 14% | 6% | 35 |
| 3 | [Drivetrain](https://www.gane.ai/index/finance/vendors/drivetrain/index.md) | 12% | 0% | 14 |
| 4 | [Workday Adaptive Planning](https://www.gane.ai/index/finance/vendors/workday-adaptive-planning/index.md) | 11% | 42% | 33 |
| 5 | [Datarails](https://www.gane.ai/index/finance/vendors/datarails/index.md) | 9% | 3% | 29 |
| 7 | [Prophix](https://www.gane.ai/index/finance/vendors/prophix/index.md) | 4% | 0% | 12 |
| 8 | [Jirav](https://www.gane.ai/index/finance/vendors/jirav/index.md) | 2% | 0% | 11 |
| 9 | [Planful](https://www.gane.ai/index/finance/vendors/planful/index.md) | 2% | 22% | 18 |
| 84 | [OneStream](https://www.gane.ai/index/finance/vendors/onestream/index.md) | 0% | 88% | 17 |
| 85 | [Oracle Fusion Cloud EPM](https://www.gane.ai/index/finance/vendors/oracle-fusion-cloud-epm/index.md) | 0% | 86% | 22 |
| 86 | [Anaplan](https://www.gane.ai/index/finance/vendors/anaplan/index.md) | 0% | 75% | 32 |

Rank is by share of first choices among all 86 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: Workday Adaptive Planning; alternatives Jedox
- Gemini 3.5 Flash: Cube, Datarails; alternatives Clockwork, Fathom, Jirav, Mosaic
- Perplexity Sonar: Workday Adaptive Planning; alternatives Datarails, Vena
- Grok 4.20: Cube, Drivetrain, Vena; alternatives Planful, Workday Adaptive Planning
- Mistral Small: Drivetrain, Workday Adaptive Planning; alternatives Pigment, Vena
- DeepSeek V4 Flash: Planful, Workday Adaptive Planning; alternatives Jedox, NetSuite Planning and Budgeting
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Datarails, Vena; alternatives Workday Adaptive Planning
- Kimi K2: Cube, Datarails; alternatives Prophix, Vena, Workday Adaptive Planning
- GLM 4.7 FlashX: Cube; alternatives Budgyt, PlanGuru, Vena
- MiniMax M2.5: Workday Adaptive Planning; alternatives Anaplan, Datarails, Planful, SAP Analytics Cloud

## Sources the answers cite

64 of 72 answers came back with a source list, from 12 of 12 models. Sites named in the most answers:

- drivetrain.ai: 34 answers, 40 citations
- gbhackers.com: 34 answers, 34 citations
- cyberpress.org: 29 answers, 31 citations
- peoplemanagingpeople.com: 28 answers, 33 citations
- softwareconnect.com: 27 answers, 27 citations
- golimelight.com: 26 answers, 35 citations
- thecfoclub.com: 23 answers, 23 citations
- cfoshortlist.com: 22 answers, 28 citations

Pages named in the most answers:

- https://gbhackers.com/best-epm-tools-compared-2 (34 answers)
- https://drivetrain.ai/solutions/enterprise-performance-management-software (31 answers)
- https://softwareconnect.com/roundups/best-epm-software (26 answers)
- https://cyberpress.org/epm-tools-by-business-size-3 (25 answers)
- https://peoplemanagingpeople.com/tools/epm-software (22 answers)
- https://cybersecuritynews.com/best-endpoint-privilege-management-tools/amp (21 answers)
- https://thecfoclub.com/tools/best-epm-software (21 answers)
- https://forbes.com/advisor/business/software/best-performance-management-software (19 answers)
- https://golimelight.com/blog/best-epm-software (18 answers)
- https://peoplegoal.com/blog/epm-software (18 answers)

## Warned against

- Oracle Fusion Cloud EPM: 19 of 22 labels negative. "Oracle EPM: Comes with a steep learning curve and higher implementation costs, which may be challenging for smaller businesses" (Claude Haiku 4.5, negative prompt)
- Anaplan: 24 of 32 labels negative. "Why to Avoid: It is widely recognized as one of the most powerful but also the most expensive and complex EPM platforms available." (Qwen 3.7 Flash, negative prompt)
- OneStream: 15 of 17 labels negative. "licensing and implementation costs run high, which can be tough for smaller operations. If your needs are simpler, the cost and complexity will likely outweigh the benefits" (Claude Haiku 4.5, negative prompt)
- Workday Adaptive Planning: 14 of 33 labels negative. "priced/sized for enterprises (~$25k+/yr) and better suited to larger finance orgs" (DeepSeek V4 Flash, comparative prompt)

## Record

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