One of fourteen models named TaxCloud first on the direct prompt; three named Taxwire. TaxCloud was named by thirteen of the fourteen models and Taxwire by nine and TaxCloud carries 37 labels and Taxwire 20, 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.
| 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 | ||||||
| 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 seven in this category shown.
“TaxCloud consistently appears across multiple review platforms with serious complaints... Who should avoid: Small ecommerce businesses” DeepSeek V4 Flash · negative prompt · hard negative
“Avoid if you need reliable hand-holding; better for self-service users okay with potential hiccups.” Grok 4.1 Fast · negative prompt · hard negative
“This platform has received numerous complaints. Users report being overcharged by thousands” Claude Haiku 4.5 · negative prompt · hard negative
“TaxCloud is widely considered the most affordable option for small businesses... For $0–$5 starting costs: Choose TaxCloud.” Qwen 3.7 Flash · budget prompt · first choice
“the strongest all-around choice in the results is TaxCloud if your priority is to *offload the most compliance work*” Perplexity Sonar · direct prompt · first choice
“Pure US, low order volume, want free filings: TaxCloud is the lowest total cost, especially if you're in SST states.” Muse Glimmer 30B · budget 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.
“the top picks are Commenda ... and Taxwire (if you want a full‑service US solution with audit defense and flat pricing)” GLM 4.7 FlashX · direct prompt · first choice
“Taxwire is the strongest overall recommendation — it's specifically designed for this exact segment” DeepSeek V4 Flash · direct prompt · first choice
“Taxwire is specifically designed for controllers at $20M–$250M B2B companies” Claude Haiku 4.5 · direct 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.