# Compensation management: what AI models recommend, September 2026

Gane Index, September 2026 Edition. Asked as "compensation management software" and as "salary planning and compensation review software", six framings each, to twelve models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/hr/rewards/compensation-management/2026-09

This is the permanent record of the September 2026 Edition, published September 17, 2026 and superseded since.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/hr/rewards/compensation-management/index.md

**Standing:** Pave leads with 18% of first choices; verdict contested. 111 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Pave](https://www.gane.ai/index/hr/vendors/pave/index.md) | 18% | 3% | 66 |
| 2 | [Comprehensive.io](https://www.gane.ai/index/hr/vendors/comprehensive-io/index.md) | 15% | 0% | 55 |
| 3 | [Aeqium](https://www.gane.ai/index/hr/vendors/aeqium/index.md) | 6% | 0% | 23 |
| 4 | [HiBob](https://www.gane.ai/index/hr/vendors/hibob/index.md) | 6% | 19% | 32 |
| 5 | [Salary.com CompAnalyst](https://www.gane.ai/index/hr/vendors/salary-com-companalyst/index.md) | 5% | 18% | 45 |
| 6 | [CompLogix](https://www.gane.ai/index/hr/vendors/complogix/index.md) | 5% | 5% | 21 |
| 7 | [Payscale Ascent](https://www.gane.ai/index/hr/vendors/payscale-ascent/index.md) | 5% | 6% | 16 |
| 8 | [Ravio](https://www.gane.ai/index/hr/vendors/ravio/index.md) | 4% | 4% | 28 |
| 9 | [Lattice Compensation](https://www.gane.ai/index/hr/vendors/lattice-compensation/index.md) | 4% | 0% | 28 |
| 10 | [QuotaPath](https://www.gane.ai/index/hr/vendors/quotapath/index.md) | 4% | 0% | 18 |
| 11 | [CaptivateIQ](https://www.gane.ai/index/hr/vendors/captivateiq/index.md) | 3% | 7% | 28 |
| 12 | [SalaryCube Comp Planning](https://www.gane.ai/index/hr/vendors/salarycube-comp-planning/index.md) | 3% | 0% | 16 |

Rank is by share of first choices among all 166 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: HiBob, Payscale Ascent, QuotaPath; alternatives Everstage, Lattice Compensation, Paycom, Paylocity
- GPT-5.4 mini: CaptivateIQ, Lattice Compensation; alternatives HRSoft Compensation Management, Payscale, SAP SuccessFactors Compensation, Varicent
- Gemini 3.5 Flash: CaptivateIQ, Everstage, Pave; alternatives Aeqium, CompLogix, Compport, Comprehensive.io
- Perplexity Sonar: Comprehensive.io, HiBob; alternatives CaptivateIQ, CompLogix, Payscale Ascent, Performio
- Grok 4.20: CompLogix; alternatives Comprehensive.io, HiBob, Paylocity, Payscale Ascent
- Mistral Small: Everstage, HiBob, Payscale Ascent; alternatives CompLogix, Compport, Paylocity, QuotaPath
- DeepSeek V4 Flash: Lattice Compensation, Pave, QuotaPath; alternatives CaptivateIQ, CompLogix, Compport, Everstage
- Llama 4 Maverick: Everstage; alternatives HiBob, Payscale Ascent
- Qwen 3.7 Flash: Deel, HiBob; alternatives Figures, Lattice Compensation, Payfactors, Payscale Ascent
- Kimi K2: CompLogix, Comprehensive.io, Pave, Pequity; alternatives Aeqium, CompUp, Compport, Everstage
- GLM 4.7 FlashX: Aeqium, CompLogix, SalaryCube Comp Planning; alternatives HiBob, Pave, Payscale Ascent
- MiniMax M2.5: CompLogix, HiBob, Paylocity, Payscale Ascent; alternatives Pave

## Sources the answers cite

132 of 144 answers came back with a source list, from 12 of 12 models. Sites named in the most answers:

- comprehensive.io: 96 answers, 115 citations
- gartner.com: 89 answers, 95 citations
- hibob.com: 66 answers, 66 citations
- learn.g2.com: 61 answers, 66 citations
- ravio.com: 56 answers, 89 citations
- deel.com: 50 answers, 54 citations
- guideflow.com: 47 answers, 57 citations
- peoplemanagingpeople.com: 42 answers, 50 citations

Pages named in the most answers:

- https://comprehensive.io/content/best-compensation-management-software (89 answers)
- https://gartner.com/reviews/market/compensation-management-software (85 answers)
- https://hibob.com/blog/best-compensation-management-software (66 answers)
- https://learn.g2.com/best-compensation-management-software (57 answers)
- https://deel.com/blog/10-compensation-management-systems-mid-size-companies (48 answers)
- https://peoplemanagingpeople.com/tools/best-compensation-management-software (40 answers)
- https://guideflow.com/blog/compensation-planning-software (35 answers)
- https://ravio.com/blog/best-compensation-management-software (25 answers)
- https://captivateiq.com/blog/best-compensation-management-software (24 answers)
- https://quotapath.com/blog/best-compensation-management-software (23 answers)

## Warned against

- Workday Compensation: 19 of 32 labels negative. "Avoid legacy tools designed for enterprises with 5,000+ employees (like *Varicent*, *Xactly*, or *Workday Comp*)" (Gemini 3.5 Flash, paraphrase prompt)
- Glassdoor: 9 of 11 labels negative. "compensation platforms that are mentioned as being potentially problematic include: Salary calculators, recruiter guides, and employee-reported tools (e.g. Glassdoor, Hays)" (Llama 4 Maverick, negative prompt)
- Payscale: 6 of 32 labels negative. "Avoid Payscale and Salary.com if you need modern UX and self-service" (DeepSeek V4 Flash, negative prompt)
- Salary.com CompAnalyst: 8 of 45 labels negative. "Dated, Excel-heavy interface requiring vendor dependency for basic changes; Costly paywalls that frustrate users" (Kimi K2, negative prompt)

## Record

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