Two of fourteen models named Upflow first on the direct prompt; six named HighRadius. Both were named by all fourteen models and Upflow carries 29 labels and HighRadius 54, so the shares are not directly comparable.
Named in eight 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 cash application page.
Across every category in the November 2026 Edition, Upflow and HighRadius were named in the same answer ninety-three times, of the 220 answers naming Upflow and the 648 naming HighRadius. In those answers HighRadius took the first choice twenty-one times and Upflow nineteen.
| 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. Three of three in this category shown.
“Upflow — Starter tier at ~$333/month; expensive for small budgets” DeepSeek V4 Flash · budget prompt · hard negative
“Fast implementation (weeks, not months) with transparent mid-market tier pricing... emphasizes strong matching logic and clean exception handling” Gemini 3.5 Flash · budget prompt · first choice
“Zero spend to test: Upflow Discover free forever gives AR health insights and a look at the Cash App Agent workflow with no commitment.” Muse Glimmer 30B · budget 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.
“What to Avoid on a Tight Budget - HighRadius — Enterprise-grade, custom pricing” DeepSeek V4 Flash · budget prompt · hard negative
“Best for: Large enterprises with complex, high-volume AR operations... Enterprise-focused with heavy AI emphasis; excels in scalability” Grok 4.20 · 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.