Zero of fourteen models named Zoho Books first on the direct prompt; six named Billtrust. Zoho Books was named by eleven of the fourteen models and Billtrust by fourteen and Zoho Books carries 12 labels and Billtrust 35, so the shares are not directly comparable.
Named in seventeen categories this edition.
Named in nine 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 accounts receivable 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. One of one in this category shown.
“My top recommendation: For a company with a limited budget, Zoho Books (free to $20/month) offers the best combination of affordability and solid AR automation features.” DeepSeek V4 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Avoid enterprise-focused tools like Billtrust, HighRadius, Versapay, or NetSuite unless scaling up” Grok 4.20 · budget prompt · hard negative
“Billtrust is frequently mentioned as a tool with significant negative sentiment, especially regarding implementation and cost.” Mistral Small · negative prompt · soft negative
“Billtrust and Versapay are the top recommendations due to their strong feature sets, scalability, and positive user reviews” Mistral Small · direct prompt · first choice
“Billtrust has earned its place as the number one accounts receivable solution for mid-market and enterprise businesses” 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.