Five of fourteen models named Sage Intacct first on the direct prompt; two named QuickBooks Online. Both were named by all fourteen models and Sage Intacct carries 27 labels and QuickBooks Online 39, so the shares are not directly comparable.
Named in twenty categories this edition.
Named in twenty-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 AI accounting assistants page.
Across every category in the November 2026 Edition, Sage Intacct and QuickBooks Online were named in the same answer 132 times, of the 553 answers naming Sage Intacct and the 750 naming QuickBooks Online. In those answers QuickBooks Online took the first choice thirty-nine times and Sage Intacct twenty-three.
| 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. One of one in this category shown.
“Sage Intacct is the safest overall choice when you need mature controls, multi-entity consolidation, dimensional reporting, and AI-assisted automation at scale.” Perplexity Sonar · direct 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.
“found it gave wrong or irrelevant answers on more than half of them ... users report no way to turn it off” DeepSeek V4 Flash · negative prompt · hard negative
“If you want the most broad, integrated AI feature set for SMBs, QuickBooks currently stands out from the product pages I checked.” GPT-5.4 mini · comparative 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.