Three of fourteen models named Avalara E-Invoicing first on the direct prompt; one named Coupa. Avalara E-Invoicing was named by thirteen of the fourteen models and Coupa by eight and Avalara E-Invoicing carries 34 labels and Coupa 11, so the shares are not directly comparable.
Named in one category 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 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. Five of six 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
“May lack depth for complex clearance-model countries” DeepSeek V4 Flash · scale prompt · soft negative
“transforms your fragmented, country-level mandate response into a global, enterprise-grade e-invoicing compliance model that delivers predictable execution, centralised visibility and durable compliance” Muse Glimmer 30B · comparative prompt · first choice
“My default shortlist would start with Avalara, especially if you need multi-country VAT returns and want the option to outsource filings.” GPT-6 Luna · 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
No label in this category carried a quote.
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.