Eight of fourteen models named Avalara AvaTax first on the direct prompt; two named Vertex. Avalara AvaTax was named by thirteen of the fourteen models and Vertex by fourteen and Avalara AvaTax carries 64 labels and Vertex 45, so the shares are not directly comparable.
Named in three categories this edition.
Named in five 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 sales tax automation page.
Across every category in the October 2026 Edition, Avalara AvaTax and Vertex were named in the same answer 151 times, of the 204 answers naming Avalara AvaTax and the 244 naming Vertex. In those answers Vertex took the first choice thirty times and Avalara AvaTax thirty-one.
| 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.
“Avalara - Numerous customer complaints cite: Expensive pricing with unexpected cost increases, Poor customer support” MiniMax M2.5 · negative prompt · hard negative
“Avoid Avalara for budget constraints — it's designed for enterprises with pricing from $5K-$70K+/year.” Kimi K2 · budget prompt · hard negative
“While popular, Avalara has significant complaints. Some users report two years of incorrect work” Claude Haiku 4.5 · negative prompt · hard negative
“Avalara edges out as the most recommended starting point for mid-market B2B due to its balance of features, market presence, and B2B tools like exemption management.” Grok 4.1 Fast · direct prompt · first choice
“the consensus recommendation splits into two primary choices: Avalara for complex, heavy-infrastructure needs and TaxJar for agility” Qwen 3.7 Flash · paraphrase prompt · first choice
“"Avalara wins overall" ... "Best for broad enterprise tax compliance: Avalara, with a modular indirect tax suite and 1,400+ integrations."” Muse Glimmer 30B · comparative 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.
“Avoid heavy enterprise systems like ... Vertex. Their base subscriptions generally cost thousands of dollars annually” Gemini 3.5 Flash · budget prompt · hard negative
“If your business is doing under $10M–$20M in revenue, avoid these tools.” Gemini 3.5 Flash · negative prompt · hard negative
“Enterprise-focused pricing ($40K–$100K/year typical), 6–12 month implementations—not ideal for mid-market unless on major ERPs” Kimi K2 · direct prompt · soft negative
“Vertex is generally considered the gold standard for enterprise-level precision.... designed specifically for mid-market and growing businesses.” Qwen 3.7 Flash · direct prompt · first choice
“Vertex Inc - Best for mid-market companies with 5–30 entities across 8+ countries” Llama 4 Maverick · direct 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.