Ten of fourteen models named ChartHop first on the direct prompt; zero named Connecteam. ChartHop was named by thirteen of the fourteen models and Connecteam by ten and ChartHop carries 42 labels and Connecteam 13, so the shares are not directly comparable.
Named in seven 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 4.20 | ||||||
| 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. Five of five in this category shown.
“its current site asks you to request a tailored proposal rather than showing a public price, so check the quote before shortlisting it” GPT-6 Luna · budget prompt · soft negative
“Enterprise options like Visier, Workday, or ChartHop ... start at $10k+/year, making them unsuitable for limited budgets” Grok 4.20 · budget prompt · soft negative
“ChartHop's real entry rate is $5 per employee per month for Core, not the $8 that circulates on comparison sites.” Muse Glimmer 30B · negative prompt · soft negative
“ChartHop | Top Pick for Mid-Market | Extremely user-friendly; offers real-time org visibility, headcount, and compensation planning in one dashboard.” Qwen 3.7 Flash · direct prompt · first choice
“ChartHop – frequently cited for mid-market org design, headcount and compensation planning with a modular per-employee pricing model.” Muse Glimmer 30B · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Not a strategic planning tool.” DeepSeek V4 Flash · comparative prompt · soft negative
“I'd recommend starting with Connecteam's free plan if you have 10 or fewer employees, as it offers the most comprehensive feature set at no cost.” Kimi K2 · 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.