TaxCloud vs Numeral
One of fourteen models named TaxCloud first on the direct prompt; zero named Numeral. TaxCloud was named by fourteen of the fourteen models and Numeral by ten and TaxCloud carries 47 labels and Numeral 17, so the shares are not directly comparable.
Named in two categories 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
TaxCloudFirst choices, of fourteen modelsNumeral
Across every category in the November 2026 Edition, TaxCloud and Numeral were named in the same answer thirty times, of the 107 answers naming TaxCloud and the 47 naming Numeral. In those answers Numeral took the first choice two times and TaxCloud twelve.
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 | | | | |
TaxCloud Numeral first choice named as an alternative argued againstblank: not namedEach cell is one answer, TaxCloud on the left and Numeral on the right.The direct prompt
TaxCloud first, Numeral not the choice
1 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
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.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
TaxCloud29%#2 of 13Numeral0%#10 of 13TaxCloud28%#2 of 11Numeral2%#7 of 11TaxCloud0%#9 of 10Numeral0%#– of 10What the models said about TaxCloud
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“TaxCloud: Trustpilot reviews in 2026 cite constant technical issues, slow tech support, failed filing and broken site experiences.” Muse Glimmer 30B · negative prompt · soft negative
“TaxCloud has a mediocre track record (rated ~3.5/5 on review platforms) and has been criticized for inconsistent performance” DeepSeek V4 Flash · negative prompt · soft negative
“TaxCloud has fewer native integrations and lacks direct filing services in some scenarios” Mistral Small · negative prompt · soft negative
“Free or low-cost options like basic state portals or TaxCloud (which scores better on transparency and support in comparisons) may be safer starters.” Grok 4.20 · negative prompt · first choice
“For most limited-budget companies, TaxCloud's free tier or $19/month Starter plan offers the best balance of cost savings and functionality.” Kimi K2 · budget 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
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.