Seven of twelve models named Planful first on the direct prompt; zero named Jedox. Planful was named by twelve of the twelve models and Jedox by ten and Planful carries 40 labels and Jedox 15, so the shares are not directly comparable.
Named in nine categories this edition.
Named in six categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 corporate performance management 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 |
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 three in this category shown.
“What to Avoid on a Limited Budget | Planful | ~$50,000–$100,000 (3-year TCO) | Mid-market to enterprise focus” Kimi K2 · budget prompt · hard negative
“1. Planful (G2: 4.3/5) - Why it fits: Cloud FP&A platform excelling in budgeting, forecasting, consolidation, and reporting for mid-sized firms” Grok 4.1 Fast · direct prompt · first choice
“The best EPM software for a mid-market B2B company includes Planful, Prophix, Drivetrain, Workday Adaptive Planning, and deFacto Global.” Llama 4 Maverick · direct 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.
“Flexibility can lead to complex implementations; limited formatted reporting capabilities” Kimi K2 · negative prompt · soft negative
“Jedox and Small Improvements are the top recommendations. Jedox is ideal for financial planning and analysis” Mistral Small · budget prompt · first choice
“Has a published entry tier ("Essential," ... so costs are more transparent than quote-only competitors” DeepSeek V4 Flash · budget prompt · alternative
“Offers affordable subscription plans - Good for small businesses needing budgeting & forecasting” MiniMax M2.5 · budget 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.