One of fourteen models named Datarails first on the direct prompt; zero named Jedox. Datarails was named by eight of the fourteen models and Jedox by eight and Datarails carries 19 labels and Jedox 14, so the shares are not directly comparable.
Named in eight categories this edition.
Named in three 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.
| 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.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Jedox ($160/month) or Cube ($1,250/month) offer the best balance of functionality and affordability” Kimi K2 · budget prompt · first choice
“Jedox stands out for artificial intelligence and machine learning capabilities enhancing forecasting accuracy” Claude Haiku 4.5 · comparative prompt · alternative
“Teams that want to stay close to Excel | 3–4 months | Lower learning curve, spreadsheet-first” DeepSeek V4 Flash · scale 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.