Nine of fourteen models named Planful first on the direct prompt; one named Datarails. Planful was named by fourteen of the fourteen models and Datarails by eight and Planful carries 41 labels and Datarails 19, so the shares are not directly comparable.
Named in eight categories this edition.
Named in eight 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 corporate performance management page.
Across every category in the October 2026 Edition, Planful and Datarails were named in the same answer 118 times, of the 370 answers naming Planful and the 323 naming Datarails. In those answers Datarails took the first choice seventeen times and Planful seven.
| 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.
“Primary recommendation: Planful – best blend of speed, functionality, and price for most mid‑sized B2B firms” MiniMax M2.5 · paraphrase prompt · first choice
“Planful is the sweet spot. It's built for mid-market, doesn't require consultants to implement” DeepSeek V4 Flash · paraphrase 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.
“Excel-based tools (e.g., Vena, Datarails): Lack enterprise scalability—avoid for large orgs.” Grok 4.1 Fast · negative prompt · hard negative
“I'd recommend Datarails as a strong starting point in the Corporate Performance Management (CPM) or FP&A platform space.” Grok 4.1 Fast · paraphrase 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.