Three of twelve models named Esker first on the direct prompt; one named Quadient Accounts Receivable. Esker was named by eleven of the twelve models and Quadient Accounts Receivable by five and Esker carries 22 labels and Quadient Accounts Receivable 11, so the shares are not directly comparable.
Named in six categories this edition.
Named in one category 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. Five of five in this category shown.
“Avoid the usual enterprise leaders like HighRadius, Billtrust, and Esker” Perplexity Sonar · budget prompt · hard negative
“Enterprise-class, custom-priced, typically six figures annually.” DeepSeek V4 Flash · budget prompt · hard negative
“1. Esker (G2: 4.3–4.5/5; Gartner Leader in Invoice-to-Cash 2024) ... Enterprise-grade AI automation for cash matching” Grok 4.1 Fast · direct prompt · first choice
“Esker or HighRadius are the safest bets if you want a proven, scalable platform” DeepSeek V4 Flash · direct prompt · first choice
“Kolleno and Esker are strong, mid‑market‑focused all‑rounders.” GLM 4.7 FlashX · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Best All-Rounder for Mid-Market B2B ... widely recognized as one of the fastest and most user-friendly accounts receivable suites for the mid-market” Gemini 3.5 Flash · paraphrase prompt · first choice
“Best Overall for All-in-One Order-to-Cash (O2C)” Gemini 3.5 Flash · direct prompt · first choice
“Mid-Market Specialists: *Versapay*, *Quadient AR (formerly YayPay)*, and *Chaser*. These offer fast implementations and great UI.” 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.