# Compensation management for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "compensation management software" and as "salary planning and compensation review software", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/hr/rewards/compensation-management/enterprise

**Standing:** beqom leads with 25% 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 | [beqom](https://www.gane.ai/index/hr/vendors/beqom/index.md) | 25% | 3% | 59 |
| 2 | [Workday Compensation](https://www.gane.ai/index/hr/vendors/workday-compensation/index.md) | 21% | 11% | 53 |
| 3 | [Compport](https://www.gane.ai/index/hr/vendors/compport/index.md) | 7% | 0% | 11 |
| 4 | [CaptivateIQ](https://www.gane.ai/index/hr/vendors/captivateiq/index.md) | 5% | 11% | 27 |
| 7 | [Salary.com CompAnalyst](https://www.gane.ai/index/hr/vendors/salary-com-companalyst/index.md) | 4% | 7% | 30 |
| 8 | [Pave](https://www.gane.ai/index/hr/vendors/pave/index.md) | 4% | 23% | 26 |
| 9 | [Ravio](https://www.gane.ai/index/hr/vendors/ravio/index.md) | 4% | 12% | 16 |
| 11 | [Oracle Fusion Cloud Compensation](https://www.gane.ai/index/hr/vendors/oracle-fusion-cloud-compensation/index.md) | 2% | 4% | 26 |
| 12 | [Payscale](https://www.gane.ai/index/hr/vendors/payscale/index.md) | 2% | 11% | 18 |
| 13 | [Darwinbox Compensation Management](https://www.gane.ai/index/hr/vendors/darwinbox-compensation-management/index.md) | 2% | 12% | 17 |
| 14 | Varicent | 2% | 0% | 10 |
| 15 | [Aeqium](https://www.gane.ai/index/hr/vendors/aeqium/index.md) | 2% | 27% | 22 |

Rank is by share of first choices among all 111 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: Compport; alternatives Darwinbox Compensation Management, EasyComp, SAP SuccessFactors Compensation, Workday Compensation
- GPT-5.4 mini: Workday Compensation; alternatives Salary.com CompAnalyst, Xactly, beqom
- Gemini 3.5 Flash: CaptivateIQ, Varicent; alternatives Aeqium, Everstage, SAP SuccessFactors Compensation, Salesforce Spiff
- Perplexity Sonar: beqom; alternatives Aeqium, CaptivateIQ, SAP SuccessFactors Compensation, Workday Compensation
- Grok 4.20: Workday Compensation; alternatives SAP SuccessFactors Compensation, beqom
- Mistral Small: Pave, Ravio; alternatives Darwinbox Compensation Management, beqom
- DeepSeek V4 Flash: CaptivateIQ, beqom; alternatives Varicent, Workday Compensation
- Llama 4 Maverick: Aeqium, Pave, Pequity, Ravio; alternatives Compport, Darwinbox Compensation Management, HRSoft Compensation Management, beqom
- Qwen 3.7 Flash: Vana; alternatives ADP Total Rewards, Payfactors, Xactly
- Kimi K2: Oracle Fusion Cloud Compensation, Workday HCM; alternatives CaptivateIQ, SAP SuccessFactors Compensation, beqom
- GLM 4.7 FlashX: beqom; alternatives Darwinbox Compensation Suite, HRSoft COMPview, Workday HCM
- MiniMax M2.5: Darwinbox Compensation Management, beqom; alternatives CaptivateIQ, Workday Compensation
- GPT-6 Luna: Xactly Incent; alternatives Salesforce Spiff, Varicent
- Muse Glimmer 30B: no first choice; alternatives CaptivateIQ, Darwinbox Compensation Management, Oracle Fusion Cloud Compensation, SAP SuccessFactors Compensation

## Sources the answers cite

75 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- darwinbox.com: 41 answers, 42 citations
- capterra.com: 32 answers, 41 citations
- g2.com: 29 answers, 55 citations
- research.isg-one.com: 29 answers, 34 citations
- leadchangegroup.com: 26 answers, 32 citations
- beqom.com: 20 answers, 32 citations
- ravio.com: 20 answers, 27 citations
- captivateiq.com: 19 answers, 29 citations

Pages named in the most answers:

- https://darwinbox.com/blog/8-best-compensation-management-software-enterprises (41 answers)
- https://leadchangegroup.com/compensation-management-software/enterprise (20 answers)
- https://research.isg-one.com/market-perspectives/the-buyers-guide-for-compensation-management-classifies-and-rates-software-providers (16 answers)
- https://viewpointanalysis.com/post/compensation-management-software-options (16 answers)
- https://g2.com/categories/compensation-planning/enterprise (15 answers)
- https://capterra.com/compensation-management-software (13 answers)
- https://ravio.com/blog/best-compensation-management-software (13 answers)
- https://capterra.com/resources/best-compensation-management-software-reviews-analysis (12 answers)
- https://bettercomp.com/blog/best-enterprise-compensation-management-software-2026 (11 answers)
- https://research.isg-one.com/market-perspectives/the-buyers-guide-for-total-compensation-management-classifies-and-rates-software-providers (11 answers)

## Warned against

- Pave: 6 of 26 labels negative. "should avoid adopting mid-market-first planning/benchmark tools such as Pave, Ravio, Aeqium, Lattice, 15Five, Figures, Pequity and HiBob" (Muse Glimmer 30B, negative prompt)
- SAP SuccessFactors Compensation: 6 of 47 labels negative. "Industry analyses warn buyers to watch for confusing pricing tiers... The actual Compensation module ("Pay for Performance") sits on a separate, quote-only line item" (Qwen 3.7 Flash, negative prompt)
- Aeqium: 6 of 22 labels negative. "Best suited for mid-sized companies; it has limited depth for complex multi-tier bonus or equity programs, making it unsuitable for large enterprises." (Mistral Small, negative prompt)
- Workday Compensation: 6 of 53 labels negative. "Workday's comp module creates more problems than it solves." (Claude Haiku 4.5, negative prompt)

## Movement since October 2026

Floor: 13 points of share, measured on the calibration repeat.
Same leader: beqom at 25%.

- HRSoft Compensation Management: 5% to 0%, −5. Inside the floor by 8 points · rank 4 → 22 of 111.
- Ravio: 0% to 4%, +4. Inside the floor by 9 points · rank 23 → 9 of 111.
- SAP SuccessFactors Compensation: 4% to 0%, −4. Inside the floor by 9 points · rank 6 → 21 of 111.
- Compport: 4% to 7%, +3. Inside the floor by 10 points · rank 7 → 3 of 111.
- CaptivateIQ: 2% to 5%, +3. Inside the floor by 10 points · rank 11 → 4 of 111.
- Oracle Fusion Cloud Compensation: 5% to 2%, −3. Inside the floor by 10 points · rank 3 → 11 of 111.
- Salary.com CompAnalyst: 2% to 4%, +2. Inside the floor by 11 points · rank 12 → 7 of 111.
- Darwinbox Compensation Management: 0% to 2%, +2. Inside the floor by 11 points · rank 25 → 13 of 111.
- Varicent: 4% to 2%, −2. Inside the floor by 11 points · rank 8 → 14 of 111.
- Aeqium: 0% to 2%, +2. Inside the floor by 11 points · rank 28 → 15 of 111.
- Lattice Compensation: 2% to 0%, −2. Inside the floor by 11 points · rank 21 → 105 of 111.
- Pave: 5% to 4%, −1. Inside the floor by 12 points · rank 5 → 8 of 111.

## Record

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