# Planful vs HiBob: which do AI models recommend for workforce planning, October 2026

HR AI Recommendation Index, October 2026 Edition, Workforce planning. Two of fourteen models named Planful first on the direct prompt; three named HiBob. Page: https://hr-ai-index.com/planning/workforce-planning/planful-vs-hibob/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Planful | 5% | #6 of 15 | 7% | 15 | 7 of 14 |
| HiBob | 5% | #7 of 15 | 9% | 11 | 10 of 14 |

## The direct prompt, model by model

- DeepSeek V4 Flash: planful first (first choices: Abacum, Planful) (alternatives: ADP Workforce Now, Workday Adaptive Planning)
- Muse Glimmer 30B: planful first (first choices: Abacum, Planful) (alternatives: ChartHop, Paylocity, Vena, Visier, Workday Adaptive Planning)
- Claude Haiku 4.5: hibob first (first choices: ChartHop, HiBob) (alternatives: Paylocity, Planful, Visier)
- Grok 4.1 Fast: hibob first (first choices: HiBob, Rippling) (alternatives: ChartHop)
- MiniMax M2.5: hibob first (first choices: HiBob) (alternatives: ChartHop, Paylocity, Rippling)
- GPT-5.4 mini: neither first, one named (first choices: Workday Adaptive Planning) (alternatives: Anaplan, HiBob, Rippling)
- Perplexity Sonar: neither first, one named (first choices: Paylocity) (alternatives: ChartHop, Drivetrain, HiBob, Workday Adaptive Planning)
- Qwen 3.7 Flash: neither first, one named (first choices: ChartHop) (alternatives: Planful, Rippling, Visier)
- Kimi K2: neither first, one named (first choices: ChartHop) (alternatives: Abacum, Paylocity, Planful, Workday Adaptive Planning)
- Gemini 3.5 Flash: neither named (first choices: ChartHop) (alternatives: Aleph, Cube, Lative, Mosaic, Pigment, Runn, TeamOhana)
- Mistral Small: neither named (first choices: ChartHop) (alternatives: Anaplan, Paylocity, Visier)
- Llama 4 Maverick: neither named
- GLM 4.7 FlashX: neither named (first choices: ChartHop) (alternatives: Anaplan, Paylocity, Visier, Workday Adaptive Planning)
- GPT-6 Luna: neither named (first choices: TeamOhana) (alternatives: Pigment, Workday Adaptive Planning)

## What the models said about Planful

- "Planful has a steep learning curve and an unintuitive user interface" (Claude Haiku 4.5, negative prompt, soft negative)
- "For most mid-market B2B companies, Planful or Abacum will deliver the strongest value without enterprise-level costs and complexity." (DeepSeek V4 Flash, direct prompt, first choice)
- "These are the most commonly recommended for mid-market teams that want FP&A grade modeling without enterprise complexity." (Muse Glimmer 30B, direct prompt, first choice)
- "sweet spot for Workday Adaptive Planning, Planful, Abacum, and Visier" (MiniMax M2.5, scale prompt, first choice)

## What the models said about HiBob

- "HiBob is best for mid-market people analytics and engagement, combining customizable reporting, performance management, and culture-building features" (Claude Haiku 4.5, direct prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.