Six of fourteen models named ChartHop first on the direct prompt; zero named Homebase. ChartHop was named by thirteen of the fourteen models and Homebase by ten and ChartHop carries 39 labels and Homebase 10, so the shares are not directly comparable.
Named in eight categories this edition.
Named in eighteen categories 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 workforce planning 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. Four of four in this category shown.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“For most budget-constrained companies, Homebase (if you have an hourly workforce) or Zoho People ... offer the best value.” DeepSeek V4 Flash · budget prompt · first choice
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.