Zero of fourteen models named Zoho Books first on the direct prompt; zero named QuickBooks Online. Zoho Books was named by ten of the fourteen models and QuickBooks Online by ten and Zoho Books carries 13 labels and QuickBooks Online 15, so the shares are not directly comparable.
Named in seventeen 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 global e-invoicing compliance page.
Across every category in the November 2026 Edition, Zoho Books and QuickBooks Online were named in the same answer 233 times, of the 394 answers naming Zoho Books and the 750 naming QuickBooks Online. In those answers QuickBooks Online took the first choice ninety times and Zoho Books forty-five.
| 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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“basic PayPal Invoicing, QuickBooks basic invoicing, or generic PDF/email systems: These often lack full e-invoicing standards” Grok 4.20 · negative prompt · hard 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.