Zero of fourteen models named Planful first on the direct prompt; zero named Connecteam. Planful was named by thirteen of the fourteen models and Connecteam by ten and Planful carries 31 labels and Connecteam 13, so the shares are not directly comparable.
Named in one category 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. Three of four in this category shown.
“For most mid-sized B2B companies, Planful, Abacum, or ChartHop are the best starting points” Mistral Small · paraphrase prompt · first choice
“For a typical growing B2B company, Planful is usually the strongest choice.” Qwen 3.7 Flash · paraphrase prompt · first choice
“A strong alternative if you want workforce planning as part of a more finance-led budgeting and forecasting suite” GPT-6 Luna · direct prompt · alternative
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.