Three of fourteen models named Chargebacks911 first on the direct prompt; two named Justt. Chargebacks911 was named by thirteen of the fourteen models and Justt by eleven and Chargebacks911 carries 29 labels and Justt 23, 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 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.
Across every category in the November 2026 Edition, Chargebacks911 and Justt were named in the same answer fifty-two times, of the 105 answers naming Chargebacks911 and the 65 naming Justt. In those answers Justt took the first choice ten times and Chargebacks911 fifteen.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Most mainstream chargeback tools (Chargeblast, Chargeflow, Justt) are built for ecommerce merchants... those tools won't fit your workflows.” MiniMax M2.5 · direct prompt · soft negative
“No published G2 rating for third-party validation, custom pricing may lack transparency” Claude Haiku 4.5 · negative prompt · soft negative
“Justt is another top choice, especially for subscription-based businesses” Mistral Small · direct prompt · first choice
“Choose Chargeflow or Justt for automated post-chargeback recovery.” Perplexity Sonar · comparative prompt · first choice
“My default pick: Justt” GPT-6 Luna · 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.