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

HR AI Recommendation Index, October 2026 Edition. Asked as "workforce planning software" and as "headcount planning tool", six framings each, to fourteen 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 43% of first choices; verdict clear leader. 56 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Anaplan | 43% | 10% | 68 |
| 2 | Workday Adaptive Planning | 29% | 5% | 60 |
| 3 | ChartHop | 7% | 21% | 19 |
| 4 | Pigment | 5% | 0% | 18 |
| 5 | Workday | 4% | 17% | 12 |
| 6 | SAP SuccessFactors Workforce Planning | 0% | 24% | 34 |
| 7 | Orgvue | 0% | 10% | 20 |
| 8 | Visier | 0% | 21% | 29 |
| 9 | UKG Pro | 0% | 8% | 13 |
| 10 | Rippling | 0% | 38% | 13 |

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

- Claude Haiku 4.5: Anaplan; alternatives Board, Workday Adaptive Planning
- GPT-5.4 mini: Workday Adaptive Planning, Workday Workforce Planning; alternatives Anaplan, Nakisa Workforce Planning
- Gemini 3.5 Flash: Anaplan, Pigment; alternatives ChartHop, Orgvue, TeamOhana, Visier
- Perplexity Sonar: Anaplan; alternatives ADP Workforce Now, SAP SuccessFactors Workforce Planning, Workday Adaptive Planning
- Grok 4.1 Fast: Anaplan; alternatives Dayforce, Oracle Workforce Modeling, Orgvue, SAP SuccessFactors Workforce Planning
- Mistral Small: Anaplan, Workday Adaptive Planning; alternatives Rippling, SAP SuccessFactors Workforce Planning, Visier
- DeepSeek V4 Flash: Anaplan; alternatives Oracle Workforce Modeling, SAP SuccessFactors Workforce Planning, Visier, Workday Adaptive Planning
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Anaplan; alternatives Provia, Replicon, UKG Pro, Workday
- Kimi K2: Workday Adaptive Planning; alternatives Anaplan, SAP SuccessFactors Workforce Planning
- GLM 4.7 FlashX: Anaplan; alternatives Oracle Workforce Modeling, Visier, Workday Adaptive Planning
- MiniMax M2.5: Anaplan, Workday Adaptive Planning; alternatives Pigment, Planful, Visier
- GPT-6 Luna: Anaplan; alternatives Workday Adaptive Planning
- Muse Glimmer 30B: Anaplan, Workday Adaptive Planning, Workday HCM; alternatives Oracle, Pigment, SAP SuccessFactors Workforce Planning, UKG Pro

## Sources the answers cite

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

- guideflow.com: 51 answers, 63 citations
- peoplemanagingpeople.com: 40 answers, 49 citations
- intervue.io: 28 answers, 29 citations
- worldmetrics.org: 26 answers, 39 citations
- resources.rework.com: 25 answers, 27 citations
- checkthat.ai: 21 answers, 29 citations
- happeo.com: 21 answers, 21 citations
- g2.com: 20 answers, 28 citations

Pages named in the most answers:

- https://guideflow.com/blog/workforce-planning-software (49 answers)
- https://peoplemanagingpeople.com/tools/best-workforce-planning-software (35 answers)
- https://intervue.io/blog/best-workforce-planning-software (27 answers)
- https://resources.rework.com/tools/workforce-management/best-workforce-planning-software-2026 (23 answers)
- https://happeo.com/blog/workforce-planning-software (21 answers)
- https://articsledge.com/post/workforce-planning-software (19 answers)
- https://checkthat.ai/answers/what-are-the-best-workforce-planning-software-solutions (19 answers)
- https://g2.com/categories/workforce-planning (17 answers)
- https://skillpanel.com/blog/workforce-planning-software-2 (17 answers)
- https://learn.g2.com/best-workforce-planning-software (16 answers)

## Warned against

- SAP SuccessFactors Workforce Planning: 8 of 34 labels negative. "suitable for large companies seeking a centralized HR platform, but the results here do not show clearer cost predictability than Workday" (Perplexity Sonar, budget prompt)
- Visier: 6 of 29 labels negative. "more analytics-focused than transformation-focused... Pricing is on the higher end with one- to three-year commitments" (Claude Haiku 4.5, negative prompt)
- BambooHR: 5 of 6 labels negative. "isn't built for advanced workforce analytics. There's no predictive modeling" (Claude Haiku 4.5, negative prompt)
- Rippling: 5 of 13 labels negative. "no dedicated workforce planning or scenario modeling tools" (Claude Haiku 4.5, negative prompt)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat.
Same leader: Anaplan at 40%.

- Anaplan: 47% to 40%, −6. Inside the floor by 7 points · rank 1 of 68, unchanged.
- Oracle Workforce Modeling: 4% to 0%, −4. Inside the floor by 9 points · rank 5 → 16 of 68.
- Workday Adaptive Planning: 29% to 32%, +3. Inside the floor by 10 points · rank 2 of 68, unchanged.
- Visier: 2% to 0%, −2. Inside the floor by 11 points · rank 7 → 10 of 68.
- Pigment: 4% to 6%, +2. Inside the floor by 11 points · rank 4 of 68, unchanged.
- ChartHop: 7% to 9%, +2. Inside the floor by 11 points · rank 3 of 68, unchanged.
- Workday: 4% to 4%, ±0. Inside the floor by 13 points · rank 6 → 5 of 68.
- Orgvue: 0% to 0%, ±0. Inside the floor by 13 points · rank 11 of 68, unchanged.
- SAP SuccessFactors Workforce Planning: 0% to 0%, ±0. Inside the floor by 13 points · rank 9 → 12 of 68.
- UKG Pro: 0% to 0%, ±0. Inside the floor by 13 points · rank 14 → 13 of 68.
- Oracle Fusion Cloud HCM: 0% to 0%, ±0. Inside the floor by 13 points · rank 10 → 15 of 68.
- Rippling: 0% to 0%, ±0. Inside the floor by 13 points · rank 21 → 44 of 68.

## 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, October 2026 Edition, hr-ai-index.com.