Avalara AvaTax vs Numeral
Nine of fourteen models named Avalara AvaTax first on the direct prompt; zero named Numeral. Avalara AvaTax was named by fourteen of the fourteen models and Numeral by ten and Avalara AvaTax carries 62 labels and Numeral 17, so the shares are not directly comparable.
Named in one category 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 sales tax automation page.
By framing
Avalara AvaTaxFirst choices, of fourteen modelsNumeral
Across every category in the November 2026 Edition, Avalara AvaTax and Numeral were named in the same answer thirty-five times, of the 189 answers naming Avalara AvaTax and the 47 naming Numeral. In those answers Numeral took the first choice one time and Avalara AvaTax four.
Every model, every framing
| 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 | | | | | |
Avalara AvaTax Numeral first choice named as an alternative argued againstblank: not namedEach cell is one answer, Avalara AvaTax on the left and Numeral on the right.The direct prompt
Avalara AvaTax first, Numeral not the choice
9 of 14 modelsNumeral was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.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.
By buyer segment
Avalara AvaTax12%#4 of 13Numeral0%#10 of 13Avalara AvaTax36%#1 of 11Numeral2%#7 of 11Avalara AvaTax33%#2 of 10Numeral0%#– of 10What the models said about Avalara AvaTax
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“The tools with the most documented user complaints recently are QuickBooks Online (calculation errors) and Avalara (service/accuracy issues).” Kimi K2 · negative prompt · hard negative
“High error rates in automation, over-reliance leading to compliance failures if not constantly monitored, complex setup” Grok 4.20 · negative prompt · hard negative
“Avalara is the most heavily criticized sales tax platform in terms of customer complaints.” DeepSeek V4 Flash · negative prompt · hard negative
“Avalara (AvaTax): The broad industry default. Strongest for deep ERP integrations (NetSuite, SAP) and large SKU catalogs, though pricing and support can be variable.” Gemini 3.5 Flash · scale prompt · first choice
“you'll likely want solutions like Avalara, TaxCloud, or Taxwire that offer enterprise-grade capabilities with mid-market pricing structures” GLM 4.7 FlashX · scale prompt · first choice
“For most mid-market B2B companies, Avalara is the top choice due to its comprehensive features, integrations, and market leadership.” Mistral Small · direct prompt · first choice
What the models said about Numeral
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Numeral's reported filing reliability issues are a concern for businesses with real compliance obligations” Claude Haiku 4.5 · negative prompt · soft negative
“Quote-only | Usage overages” Kimi K2 · negative prompt · soft negative
“Numeral is often the best sales tax solution for ecommerce and SaaS companies, wholesalers, and manufacturers.” Llama 4 Maverick · budget prompt · first choice
“Excellent for growing SaaS/ecommerce or simpler needs. AI-powered calculation, filing, and expert review at potentially lower cost.” Grok 4.20 · direct prompt · alternative
“Numeral is a true full-service solution for DTC and marketplace sellers, subscription software, and B2B sellers” Claude Haiku 4.5 · direct prompt · alternative
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.