Three of fourteen models named HighRadius first on the direct prompt; zero named Esker. HighRadius was named by fourteen of the fourteen models and Esker by thirteen and HighRadius carries 51 labels and Esker 22, so the shares are not directly comparable.
Named in twenty-two 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 cash application page.
Across every category in the October 2026 Edition, HighRadius and Esker were named in the same answer 127 times, of the 717 answers naming HighRadius and the 208 naming Esker. In those answers Esker took the first choice one time and HighRadius sixty-six.
| 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.
“"Avoid HighRadius, Esker, and most of Billtrust/BlackLine unless your payment volume or audit requirements genuinely justify enterprise pricing."” Muse Glimmer 30B · negative prompt · hard negative
“Some sources advise negotiating carefully or avoiding standard contracts with HighRadius, especially for smaller businesses” Mistral Small · negative prompt · hard negative
“Several sources explicitly suggest negotiating carefully or avoiding standard contracts from HighRadius.” DeepSeek V4 Flash · negative prompt · hard negative
“For mid-market organizations, HighRadius delivers out-of-the-box automation to unify cash application... achieving up to 90%+ touchless cash application” Claude Haiku 4.5 · direct prompt · first choice
“Leader in Gartner Magic Quadrant for Invoice-to-Cash (3x recognized); best for mid-market to enterprise with high-volume, complex global AR” Grok 4.1 Fast · comparative prompt · first choice
“the strongest default choice is usually HighRadius if your priority is *high-volume, complex cash application with automation depth*” Perplexity Sonar · direct 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 for Your Criteria - Billtrust, Serrala, Esker, Versapay: Custom/transaction-based"” Muse Glimmer 30B · negative prompt · hard negative
“It is often recommended to avoid unless your payment volume justifies the cost” Mistral Small · negative prompt · hard negative
“underperforms with variable billing, unstructured remittances, and non-standard invoice layouts common in mid-market companies” Qwen 3.7 Flash · negative prompt · soft negative
“Mid-market options (Esker, Versapay, Quadient AR, Billtrust) may deliver 90% of the value at a fraction of the cost... Strong mid-market fit” DeepSeek V4 Flash · scale prompt · first choice
“If you have exceptionally document-heavy or multi-national billing operations ... these tools offer highly capable, SaaS-native AI matchers” Gemini 3.5 Flash · scale 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.