# Workforce planning for enterprise buyers: what AI models recommend, September 2026

HR AI Recommendation Index, September 2026 Edition. Asked as "workforce planning software" and as "headcount planning tool", six framings each, to twelve models with search on, on behalf of an enterprise B2B company. Page: https://hr-ai-index.com/planning/workforce-planning/enterprise/

**Standing:** Anaplan leads with 47% of first choices; verdict clear leader. 45 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Anaplan | 47% | 20% | 54 |
| 2 | Workday Adaptive Planning | 29% | 14% | 49 |
| 3 | ChartHop | 7% | 19% | 21 |
| 4 | Pigment | 4% | 0% | 13 |
| 5 | Oracle Workforce Modeling | 4% | 20% | 10 |
| 6 | Visier | 2% | 14% | 28 |
| 7 | SAP SuccessFactors | 0% | 6% | 17 |
| 8 | Orgvue | 0% | 17% | 18 |
| 9 | Oracle Fusion Cloud HCM | 0% | 14% | 14 |

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

- Claude Haiku 4.5: Anaplan; alternatives Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro, Visier
- GPT-5.4 mini: Anaplan; alternatives Board, Pigment, Workday Adaptive Planning
- Gemini 3.5 Flash: Pigment; alternatives Anaplan, ChartHop, Kantata, Lative
- Perplexity Sonar: Anaplan; alternatives Pigment, UKG Pro Workforce Management, Workday
- Grok 4.1 Fast: Anaplan; alternatives Oracle Fusion Cloud HCM / Workforce Modeling, Workday Adaptive Planning
- Mistral Small: Anaplan; alternatives UKG Pro Workforce Management, Workday Adaptive Planning
- DeepSeek V4 Flash: Anaplan, Pigment; alternatives Oracle HCM Workforce Planning, Visier, Workday Adaptive Planning
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Anaplan; alternatives Visier, Workday
- Kimi K2: Anaplan; alternatives Oracle Fusion Cloud HCM, SAP SuccessFactors, Workday Adaptive Planning
- GLM 4.7 FlashX: Anaplan, Workday Adaptive Planning; alternatives Oracle Fusion Cloud HCM – Workforce Planning, Orgvue, SAP SuccessFactors Workforce Planning, Visier
- MiniMax M2.5: Anaplan; alternatives Visier, Workday Adaptive Planning

## Sources the answers cite

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

- guideflow.com: 43 answers, 51 citations
- peoplemanagingpeople.com: 32 answers, 40 citations
- selectsoftwarereviews.com: 29 answers, 29 citations
- worldmetrics.org: 26 answers, 35 citations
- cubesoftware.com: 22 answers, 22 citations
- articsledge.com: 21 answers, 21 citations
- learn.g2.com: 21 answers, 21 citations
- lupahire.com: 17 answers, 17 citations

Pages named in the most answers:

- https://guideflow.com/blog/workforce-planning-software (37 answers)
- https://peoplemanagingpeople.com/tools/best-workforce-planning-software (30 answers)
- https://selectsoftwarereviews.com/buyer-guide/workforce-planning-software (29 answers)
- https://articsledge.com/post/workforce-planning-software (21 answers)
- https://learn.g2.com/best-workforce-planning-software (21 answers)
- https://cubesoftware.com/blog/workforce-planning-software (19 answers)
- https://lupahire.com/blog/best-workforce-planning-software-tools (17 answers)
- https://worldmetrics.org/best/workforce-planning-software (17 answers)
- https://cio.economictimes.indiatimes.com/amp/tools/10-best-workforce-management-software-for-enterprises/133654518 (14 answers)
- https://coefficient.io/cfo-resources/strategic-workforce-planning-tools (14 answers)

## Warned against

- Anaplan: 11 of 54 labels negative. "What to avoid for your use case - Anaplan — ... Hardest to predict." (DeepSeek V4 Flash, budget prompt)
- Workday Adaptive Planning: 7 of 49 labels negative. "quote-only with $300K–$1.5M+ implementations; predictable only if you're already on Workday HCM" (DeepSeek V4 Flash, budget prompt)
- Visier: 4 of 28 labels negative. "Quote-only pure-plays (Visier, OrgVue): Lack transparent PEPM benchmarks." (Grok 4.1 Fast, budget prompt)
- BambooHR: 3 of 4 labels negative. "SME-Focused HR Platforms (e.g., BambooHR) ... Why to Avoid: They typically lack the advanced predictive analytics" (Qwen 3.7 Flash, negative prompt)

## Record

- Method: https://hr-ai-index.com/methodology/
- Raw judge labels and full responses: https://hr-ai-index.com/data/
- License: CC BY 4.0. Cite as HR AI Recommendation Index, September 2026 Edition, hr-ai-index.com.