Zero of fourteen models named Zoho Invoice first on the direct prompt; five named BILL. Zoho Invoice was named by fourteen of the fourteen models and BILL by thirteen and Zoho Invoice carries 42 labels and BILL 25, so the shares are not directly comparable.
Named in four categories this edition.
Named in fifteen 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 invoicing 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 | ||||||
| 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. Five of six in this category shown.
“while it is a good option for small businesses, it may not be suitable for larger businesses” Llama 4 Maverick · negative prompt · soft negative
“Zoho Invoice can feel limited in advanced features and its interface can be patchy” Mistral Small · negative prompt · soft negative
“Zoho markets itself as "free," but there are strict caps.” Qwen 3.7 Flash · negative prompt · soft negative
“Zoho Invoice is one of the most budget-friendly solutions and is regarded as the best invoicing software for small businesses, especially for users with limited budgets” Claude Haiku 4.5 · budget prompt · first choice
“Best for Solopreneurs & Freelancers on a Budget... A premium-tier, fully featured invoicing tool that is 100% free.” Gemini 3.5 Flash · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“BILL and Invoiced are the top recommendations due to their advanced automation, AI capabilities, and scalability.” Mistral Small · direct 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.