Zero of twelve models named Acumatica first on the direct prompt; zero named Zoho One. Acumatica was named by eleven of the twelve models and Zoho One by twelve and Acumatica carries 45 labels and Zoho One 12, so the shares are not directly comparable.
Named in five categories this edition.
Named in one category 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 ERP systems 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. Five of six in this category shown.
“slightly more expensive than the others ... Implementation partners can be pricey; it is designed for mid-sized businesses, so it might be overkill” Qwen 3.7 Flash · budget prompt · soft negative
“The Danger: Growing Pains... rapid expansion can sometimes lead to inconsistent release management” Qwen 3.7 Flash · negative prompt · soft negative
“Upfront implementation and licensing costs are higher than Zoho or open-source solutions” Gemini 3.5 Flash · budget prompt · soft negative
“Known for its modern cloud-native architecture, flexible API layer, and unique consumption-based pricing model” Gemini 3.5 Flash · scale prompt · first choice
“a good fit if you want flexibility and cloud scalability for a mid-sized business modernizing systems” Perplexity Sonar · paraphrase prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Choose Zoho One if you want an easy-to-use cloud suite that you don't have to self-host” Gemini 3.5 Flash · budget prompt · first choice
“2. Zoho One - a cloud-based ERP system that offers a comprehensive suite of business applications.” Llama 4 Maverick · budget prompt · alternative
“Not a traditional ERP in the strictest sense, but very cost-effective for small businesses” GPT-5.4 mini · 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.