Six of twelve models named HighRadius first on the direct prompt; zero named Gaviti. HighRadius was named by twelve of the twelve models and Gaviti by eight and HighRadius carries 45 labels and Gaviti 13, so the shares are not directly comparable.
Named in nineteen categories this edition.
Named in four 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 cash application 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 |
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. Four of four in this category shown.
“Avoid the usual enterprise leaders like HighRadius, Billtrust, and Esker if budget is the main constraint” Perplexity Sonar · budget prompt · hard negative
“they are generally not recommended for the typical mid-market company ... Why to avoid them in the mid-market:” Gemini 3.5 Flash · direct prompt · hard negative
“Go with HighRadius or BlackLine if you are a massive, multi-billion-dollar enterprise looking to standardize cash flow and compliance across multiple ERPs globally.” Gemini 3.5 Flash · comparative prompt · first choice
“For most mid-market B2B companies, I'd recommend HighRadius due to its proven ROI, quick implementation, and outcome-based pricing model.” MiniMax M2.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“lowest invoice-matching accuracy score (6.9/10) among major peers. If matching is your core problem, look elsewhere.” DeepSeek V4 Flash · paraphrase prompt · soft negative
“AI-powered cash application, but may be overkill for very small budgets” MiniMax M2.5 · budget prompt · soft negative
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.