Zero of fourteen models named Zoho Invoice first on the direct prompt; zero named QuickBooks. Zoho Invoice was named by fourteen of the fourteen models and QuickBooks by thirteen and Zoho Invoice carries 42 labels and QuickBooks 45, so the shares are not directly comparable.
Named in four categories this edition.
Named in eight 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.
Across every category in the October 2026 Edition, Zoho Invoice and QuickBooks were named in the same answer eighty-eight times, of the 178 answers naming Zoho Invoice and the 328 naming QuickBooks. In those answers QuickBooks took the first choice twenty-two times and Zoho Invoice twenty-two.
| 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. Five of six in this category shown.
“The biggest institutional red flag is QuickBooks due to its overwhelming number of consumer complaints about support, billing, and payment holds.” DeepSeek V4 Flash · negative prompt · hard negative
“Avoid QuickBooks for now \u2013 It's powerful but starts at ~$30/month and is overkill for a tight budget.” DeepSeek V4 Flash · budget prompt · hard negative
“The Best All-Rounder: QuickBooks Online Advanced ... upgrading to the Advanced tier is usually the safest bet.” Qwen 3.7 Flash · paraphrase prompt · first choice
“For most mid-sized B2B companies, I'd recommend QuickBooks Online (Plus or Advanced tier) as the primary choice.” DeepSeek V4 Flash · paraphrase prompt · first choice
“Zoho Invoice and QuickBooks are the top choices due to their comprehensive features and scalability” Mistral Small · paraphrase 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.