Zero of fourteen models named Zoho Books first on the direct prompt; three named HighRadius. Zoho Books was named by eleven of the fourteen models and HighRadius by fourteen and Zoho Books carries 12 labels and HighRadius 42, so the shares are not directly comparable.
Named in seventeen categories this edition.
Named in twenty-one 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. Five of five in this category shown.
“Avoid platforms designed for 'enterprise' markets (like HighRadius) which are built for companies with hundreds of employees and have massive implementation costs” Mistral Small · negative prompt · hard negative
“Avoid enterprise-heavy options like HighRadius unless your volumes are very high” Grok 4.20 · paraphrase prompt · hard negative
“Avoid enterprise-focused tools like Billtrust, HighRadius, Versapay, or NetSuite” Grok 4.20 · budget prompt · hard negative
“If handling tens of thousands of invoices with complex short-pays, deductions, and unstructured payment remittances, look toward HighRadius or Billtrust.” Gemini 3.5 Flash · comparative prompt · first choice
“Enterprise coverage across collections, cash application, deductions and credit... Best for: SAP, Oracle or NetSuite enterprises with complex cash application.” Muse Glimmer 30B · comparative 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.