Eight of fourteen models named Avalara AvaTax first on the direct prompt; one named Anrok. Avalara AvaTax was named by thirteen of the fourteen models and Anrok by ten and Avalara AvaTax carries 64 labels and Anrok 21, so the shares are not directly comparable.
Named in three categories 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 sales tax automation page.
Across every category in the October 2026 Edition, Avalara AvaTax and Anrok were named in the same answer fifty times, of the 204 answers naming Avalara AvaTax and the 66 naming Anrok. In those answers Anrok took the first choice five times and Avalara AvaTax fourteen.
| 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. Two of two in this category shown.
“If you're SaaS or subscription-based → Anrok (purpose-built for your model)” Kimi K2 · direct prompt · first choice
“Best for B2B SaaS and Software Companies: Anrok or Numeral” Gemini 3.5 Flash · paraphrase 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.