One of fourteen models named TaxCloud first on the direct prompt; five named Taxwire. TaxCloud was named by fourteen of the fourteen models and Taxwire by nine and TaxCloud carries 47 labels and Taxwire 18, so the shares are not directly comparable.
Named in two categories this edition.
Named in three 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.
| 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 |
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.
“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
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
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.