TaxCloud vs Numeral
Zero of twelve models named TaxCloud first on the direct prompt; zero named Numeral. TaxCloud was named by twelve of the twelve models and Numeral by six and TaxCloud carries 31 labels and Numeral 10, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 twelve modelsNumeral
Across every category in the September 2026 Edition, TaxCloud and Numeral were named in the same answer twenty-three times, of the 78 answers naming TaxCloud and the 32 naming Numeral. In those answers Numeral took the first choice zero times and TaxCloud six.
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 4.1 Fast | | | | |||
| Mistral Small | | |||||
| DeepSeek V4 Flash | | | | |||
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | |||||
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | |
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
Neither was the first choice, one was named
2 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
10 of 12 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
TaxCloud27%#2 of 12Numeral0%#10 of 12TaxCloud29%#2 of 12Numeral2%#5 of 12Numeral2%#– of 7TaxCloud0%#– of 7What the models said about TaxCloud
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Critical liability limitation: Their terms cap liability at $1,000 or 30 days of fees—whichever is less” Kimi K2 · negative prompt · hard negative
“TaxCloud offers a cost-effective solution with automated sales tax filing and real-time calculations, making it ideal for businesses focused on affordability.” Claude Haiku 4.5 · budget prompt · first choice
“For a limited budget, TaxCloud and Numeral are often cited as the most affordable and user-friendly options” Mistral Small · budget prompt · first choice
“If the budget is tight, TaxCloud is usually the best starting point for sales tax compliance software” GPT-5.4 mini · budget 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 five in this category shown.
“Reddit "horror stories" of misfilings. Steer clear for multi-state ops” Grok 4.1 Fast · negative prompt · hard negative
“Avoid if you rely on them for guaranteed, error-free filing.” DeepSeek V4 Flash · negative prompt · hard negative
“TaxCloud and Numeral are often cited as the most affordable and user-friendly options” Mistral Small · budget prompt · first choice
“Look for platforms (like Zamp, Numeral, or TaxCloud) that offer human tax experts” Gemini 3.5 Flash · negative prompt · alternative
“Numeral: Best Pay-Per-Filing Option for Low-State Footprints” Gemini 3.5 Flash · budget 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.