Zero of fourteen models named Zoho Invoice first on the direct prompt; two named Pagero. Zoho Invoice was named by eight of the fourteen models and Pagero by twelve and Zoho Invoice carries 11 labels and Pagero 20, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category 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.
| 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. Two of two in this category shown.
“Wave and Zoho Invoice (for use in France as of early 2026): ... not PDP compliant” Mistral Small · negative prompt · hard negative
“For the most limited budgets, Zoho Invoice, Wave, or Invoice Ninja's free tier are excellent starting points” Claude Haiku 4.5 · budget 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.
“Basware, Pagero, and Tungsten Network (OB10 E-Invoicing). These platforms may have complex implementation and optimization requirements” Llama 4 Maverick · negative prompt · soft negative
“Pricing can be complex (per-document + platform fee + per-legal-entity), and implementations can be lengthy.” DeepSeek V4 Flash · direct prompt · soft negative
“Pagero (Thomson Reuters) – *Best Overall for Global Mid-Market & Multi-ERP Environments*” Gemini 3.5 Flash · direct prompt · first choice
“or Pagero if you're EU-based or have heavy Peppol requirements” Kimi K2 · direct prompt · first choice
“Choose a compliance network like Pagero or Sovos.” Gemini 3.5 Flash · comparative 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.