Zero of fourteen models named Zoho Invoice first on the direct prompt; one named Invoiced. Zoho Invoice was named by fourteen of the fourteen models and Invoiced by twelve and Zoho Invoice carries 40 labels and Invoiced 14, so the shares are not directly comparable.
Named in three categories this edition.
Named in nine 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 4.20 | ||||||
| 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. Six of six in this category shown.
“Also not PDP compliant or NF525 certified as of early 2026, making it unsuitable for legal invoicing in France.” Mistral Small · negative prompt · hard negative
“Wave and Zoho Invoice may not be suitable for businesses in France due to compliance issues” Llama 4 Maverick · negative prompt · hard negative
“Zoho Invoice is strong for basic invoicing but can be missing some integrations and multicurrency capabilities” GPT-5.4 mini · negative prompt · soft negative
“Zoho Invoice stands out as the strongest free option, supporting up to 50 users with no transaction limits on the free plan” Claude Haiku 4.5 · budget prompt · first choice
“Choose Zoho Invoice if you need more advanced features like time tracking, multi-currency, or client portals—all still free” Kimi K2 · budget prompt · first choice
“The best invoicing software for a company with a limited budget is Zoho Invoice, which offers a free plan with full features” Llama 4 Maverick · budget 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.
“Users have reported autopayment glitches, hundreds of reconciliation errors that persisted for months after software updates, billing failures” Claude Haiku 4.5 · negative prompt · hard negative
“Invoiced is the strongest overall choice when invoicing is complex and accounts receivable automation matters” Perplexity Sonar · direct prompt · first choice
“Invoiced – *Best Overall for Mid-Market B2B Accounts Receivable*” Gemini 3.5 Flash · 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.