# ChartHop vs TeamOhana: which do AI models recommend for workforce planning, October 2026

HR AI Recommendation Index, October 2026 Edition, Workforce planning. Six of fourteen models named ChartHop first on the direct prompt; one named TeamOhana. Page: https://hr-ai-index.com/planning/workforce-planning/charthop-vs-teamohana/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| ChartHop | 37% | #1 of 15 | 5% | 39 | 13 of 14 |
| TeamOhana | 5% | #5 of 15 | 0% | 13 | 8 of 14 |

## The direct prompt, model by model

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

## What the models said about ChartHop

- "Tools like Float/ChartHop for resource scheduling don't scale to enterprise skills-aware modeling" (Kimi K2, negative prompt, soft negative)
- "My top recommendation for most mid-market B2B companies: ChartHop - it offers the best balance of features, pricing, and ease of use" (GLM 4.7 FlashX, direct prompt, first choice)
- "ChartHop suits smaller and mid-market teams that need to see and plan the org without standing up an enterprise modeling platform." (Claude Haiku 4.5, direct prompt, first choice)
- "This is currently the most recommended tool for modern mid-market companies (roughly 50–500 employees) moving away from Excel." (Qwen 3.7 Flash, paraphrase prompt, first choice)

## What the models said about TeamOhana

- "I'd start with TeamOhana. It's purpose-built to connect Finance, HR, and Talent around a shared hiring plan" (GPT-6 Luna, direct prompt, first choice)
- "My default recommendation: TeamOhana" (GPT-6 Luna, paraphrase prompt, first choice)
- "## Top Recommendation: TeamOhana" (MiniMax M2.5, paraphrase 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.