One of fourteen models named HighRadius first on the direct prompt; three named Chargebacks911. HighRadius was named by ten of the fourteen models and Chargebacks911 by thirteen and HighRadius carries 13 labels and Chargebacks911 29, so the shares are not directly comparable.
Named in twenty-one 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 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 chargeback 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 4.20 | ||||||
| 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. One of one in this category shown.
“HighRadius is the most widely recognized name in enterprise-grade dispute automation... I recommend requesting demos from Kolleno and HighRadius” Qwen 3.7 Flash · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Chargebacks911 — strongest documented caution. The FTC and Florida sued the company, alleging unfair tactics” GPT-6 Luna · negative prompt · hard negative
“About 13% of its reviews are 1-star, mostly billing surprises and unresponsive support, and multi-processor setups are out of scope” Claude Haiku 4.5 · negative prompt · soft negative
“better suited for larger enterprises (higher starting costs ~$200–$1,000+)” Grok 4.20 · direct prompt · soft negative
“the best chargeback management tool is Chargebacks911 if you want a fully managed "done-for-you" service” DeepSeek V4 Flash · direct prompt · first choice
“End-to-end, multi-network platform (Chargebacks911) + Visa-specific alert network (Verifi)” MiniMax M2.5 · comparative prompt · first choice
“Chargebacks911 is a strong default because it handles the entire workflow” Claude Haiku 4.5 · direct 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.