Eight of twelve models named Sage Intacct first on the direct prompt; zero named Zoho Books. Both were named by all twelve models and Sage Intacct carries 36 labels and Zoho Books 27, so the shares are not directly comparable.
Named in seventeen 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 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 accounting software 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. Two of two in this category shown.
“Sage Intacct: Strong in multi‑entity consolidation, dimensional reporting, and multi‑book capabilities. Often praised for user experience and support.” GLM 4.7 FlashX · scale prompt · first choice
“The market leader for finance-first, service-based, healthcare, and SaaS organizations. Outstanding dimensional reporting, strong APIs” Gemini 3.5 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“FreshBooks & Zoho Books: Occasional bank sync failures, slow support responses” Grok 4.1 Fast · negative prompt · soft negative
“The Ecosystem Trap... you may find yourself fighting compatibility issues.” Qwen 3.7 Flash · negative prompt · soft negative
“it can be a poor fit if you do not already use other Zoho tools” Perplexity Sonar · negative prompt · soft negative
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.