Three of fourteen models named Precoro first on the direct prompt; one named Ramp. Precoro was named by fourteen of the fourteen models and Ramp by eleven and Precoro carries 51 labels and Ramp 18, so the shares are not directly comparable.
Named in six categories this edition.
Named in sixteen 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 procure-to-pay 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. Four of four in this category shown.
“At $499/month, it's only cost-effective if you have a larger team (15+ users)” DeepSeek V4 Flash · budget prompt · soft negative
“For most mid-sized B2B companies, Precoro offers the best balance of feature completeness, published pricing, and ease of adoption — making it my top recommendation.” DeepSeek V4 Flash · paraphrase prompt · first choice
“Precoro - an Agentic Procurement & AP Centralization Platform that unifies purchasing, eliminates manual work via E-invoicing, payments, and virtual cards” Llama 4 Maverick · paraphrase prompt · first choice
“Start with Precoro if you want a balanced, feature-rich option—it's frequently tops lists for SMBs due to its pricing and completeness.” Grok 4.20 · budget prompt · first choice
No label in this category carried a quote.
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.