Five of fourteen models named Sovos Compliance Network first on the direct prompt; zero named Zoho Invoice. Sovos Compliance Network was named by fourteen of the fourteen models and Zoho Invoice by ten and Sovos Compliance Network carries 36 labels and Zoho Invoice 18, so the shares are not directly comparable.
Named in one category this edition.
Named in four 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 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 4.1 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. Six of eight in this category shown.
“you want to avoid expensive, enterprise-grade indirect tax suites (like Sovos, Avalara, or Pagero's enterprise tiers)” Gemini 3.5 Flash · budget prompt · hard negative
“geared toward larger or multinational businesses, so they are usually *not* the best budget choice” Perplexity Sonar · budget prompt · soft negative
“very capable, but often price-upon-request and usually not the cheapest route” GPT-5.4 mini · budget prompt · soft negative
“If you're a multinational needing global tax compliance → Sovos or Pagero (Sovos for tax engine strength, Pagero for network reach and lower entry cost).” DeepSeek V4 Flash · comparative prompt · first choice
“Need repeatable, evidence-backed returns and reconciliation across multiple entities with minimal manual work → Sovos.” Muse Glimmer 30B · paraphrase prompt · first choice
“the strongest, most‑balanced e‑invoicing compliance platforms are Tradeshift, Basware, Sovos, Pagero, and Avalara” GLM 4.7 FlashX · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Zoho Invoice remains the strongest free option in 2026, supporting up to 50 users with no transaction limits on the free plan.” Claude Haiku 4.5 · budget prompt · first choice
“I'd recommend starting with the free tier of Zoho Invoice or B2Brouter to assess your needs before committing to paid plans.” GLM 4.7 FlashX · budget 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.