Five of fourteen models named ChartHop first on the direct prompt; zero named Functionly. ChartHop was named by fourteen of the fourteen models and Functionly by eleven and ChartHop carries 48 labels and Functionly 15, so the shares are not directly comparable.
Named in eight categories this edition.
Named in one category this edition.
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; every quote names the model and the prompt it came from. Both figures come from the org charts and org design page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Avoid per-employee pricing models (like ChartHop or Pingboard) if you're budget-constrained” Kimi K2 · budget prompt · hard negative
“consider HR-based tools like ChartHop, Orgvue, or Nakisa, which connect to live data sources and regenerate the chart automatically” Mistral Small · negative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Reason for Caution: Extremely Low Customer Support.” Qwen 3.7 Flash · negative prompt · soft negative
“The best organizational design tool for a mid-sized B2B company would be ChartHop or Functionly.” Llama 4 Maverick · paraphrase prompt · first choice
“I'd recommend Functionly as the best organizational design tool” Kimi K2 · paraphrase prompt · first choice
“consider Orgvue / Functionly if you need deeper simulation or API-first recurring change management” Muse Glimmer 30B · paraphrase prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.