Zero of twelve models named HighRadius Credit Cloud first on the direct prompt; zero named Merclex. HighRadius Credit Cloud was named by eleven of the twelve models and Merclex by eight and HighRadius Credit Cloud carries 31 labels and Merclex 10, so the shares are not directly comparable.
Named in one category this edition.
Named in two 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 B2B credit management 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. Six of eight in this category shown.
“Avoid enterprise suites like HighRadius or Esker if budget is the main constraint” Perplexity Sonar · budget prompt · hard negative
“Watch out for: Priced and built for large organizations—you may pay for depth you won't use if your bottleneck is just onboarding-to-approval.” DeepSeek V4 Flash · comparative prompt · soft negative
“built more for large enterprises / Fortune 500 teams — pricing skews enterprise ... can be overkill for a lean mid-market credit team” DeepSeek V4 Flash · direct prompt · soft negative
“If I had to pick one default recommendation, it would be HighRadius for most mid-sized B2B teams” Perplexity Sonar · paraphrase prompt · first choice
“Choose HighRadius or Esker if you want a full enterprise credit-to-cash suite” Perplexity Sonar · comparative prompt · first choice
“tools like HighRadius excel for enterprise-like scale at mid-market prices” Grok 4.1 Fast · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“includes Bectran, D&B Credit Reporter, Experian Business CreditScore Pro, Merclex, and Nav Business” Llama 4 Maverick · budget prompt · first choice
“Merclex (Top Pick for Truly Limited Budgets – Free Starter Tier)” Grok 4.1 Fast · budget prompt · first choice
“If you need basic credit monitoring specifically, Merclex is also worth considering.” Mistral Small · budget prompt · alternative
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.