Sales tax automation · November 2026 Edition
Taxwire vs Numeral
Five of fourteen models named Taxwire first on the direct prompt; zero named Numeral. Taxwire was named by nine of the fourteen models and Numeral by ten and Taxwire carries 18 labels and Numeral 17, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category this edition.
First-choice share25%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%12%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#7A position in a field of 11; printed, not drawn.
Labels1817A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Taxwire reading right to left. Rank and label count are printed, not drawn.Avalara AvaTax was named alongside these two in thirteen of the fourteen direct answers. Avalara AvaTax vs Taxwire · Avalara AvaTax vs Numeral · TaxCloud vs Taxwire
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
TaxwireFirst choices, of fourteen modelsNumeral
Direct50
Paraphrase70
Comparative00
Budget-constrained01
Scale-constrained10
Negative002 against Numeral
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Taxwire and Numeral stood in it.
| 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 | | | | |
Taxwire Numeral first choice named as an alternative argued againstblank: not namedEach cell is one answer, Taxwire on the left and Numeral on the right.The direct prompt
The plain question, one answer per model, grouped by where Taxwire and Numeral stood in it.
Taxwire first, Numeral an alternative
5 of 14 modelsNumeral was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Taxwire alternatives: Anrok, Avalara AvaTax, Numeral
Perplexity SonarTaxwire alternatives: Avalara AvaTax, Vertex, Zamp
Grok 4.20Taxwire alternatives: Anrok, Numeral
Llama 4 MaverickTaxwire alternatives: Avalara AvaTax, TaxCloud, TaxJar
Qwen 3.7 FlashTaxwire alternatives: Avalara AvaTax, Vertex
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.DeepSeek V4 FlashAvalara AvaTax alternatives: TaxCloud, Taxwire, Zamp
GLM 4.7 FlashXAvalara AvaTax alternatives: TaxCloud, TaxJar, Taxwire
Muse Glimmer 30BAvalara AvaTax alternatives: Sovos Intelligent Compliance Cloud, TaxCloud, Taxwire, Vertex
Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniAvalara AvaTax alternatives: Anrok, TaxJar, Vertex
Gemini 3.5 FlashAvalara AvaTax alternatives: Anrok, Galvix, Sovos Intelligent Compliance Cloud, TaxConnex, Vertex
Mistral SmallAvalara AvaTax alternatives: Anrok, Sovos Intelligent Compliance Cloud, TaxCloud, Vertex
Kimi K2Anrok, Avalara AvaTax alternatives: TaxCloud
MiniMax M2.5Avalara AvaTax, TaxCloud alternatives: Anrok, Sovos Intelligent Compliance Cloud, Vertex
GPT-6 LunaAvalara AvaTax, Vertex Cloud alternatives: Sovos Intelligent Compliance Cloud
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
Taxwire0%#– of 13Numeral0%#10 of 13Mid-marketThe figures above
Taxwire leads by twenty-three points.
Taxwire25%#3 of 11Numeral2%#7 of 11Enterprise
What the models said about Taxwire
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“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
“I would recommend Taxwire as the best sales tax calculation and filing tool for a mid-sized B2B company.” Llama 4 Maverick · paraphrase prompt · first choice
“the strongest general recommendation is Taxwire if you want a managed, end-to-end solution” Perplexity Sonar · paraphrase 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
Also compared
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.