Zoho Invoice vs Wave
Zero of fourteen models named Zoho Invoice first on the direct prompt; zero named Wave. Both were named by all fourteen models and Zoho Invoice carries 40 labels and Wave 39, so the shares are not directly comparable.
Named in three categories this edition.
Named in sixteen 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.
By framing
Zoho InvoiceFirst choices, of fourteen modelsWave
Across every category in the November 2026 Edition, Zoho Invoice and Wave were named in the same answer 109 times, of the 171 answers naming Zoho Invoice and the 399 naming Wave. In those answers Wave took the first choice six times and Zoho Invoice thirty-seven.
Every model, every framing
| 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 | | | |
Zoho Invoice Wave first choice named as an alternative argued againstblank: not namedEach cell is one answer, Zoho Invoice on the left and Wave on the right.The direct prompt
Neither was named
14 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Zoho Invoice27%#1 of 10Wave12%#3 of 10Zoho Invoice27%#1 of 15Wave13%#3 of 15Zoho Invoice0%#18 of 20Wave0%#19 of 20What the models said about Zoho Invoice
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
What the models said about Wave
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Not compliant with French PDP ... requirements as of mid-2026, meaning invoices issued to French companies may not be legally enforceable.” 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
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.