Four of fourteen models named Chargeblast first on the direct prompt; two named Justt. Chargeblast was named by thirteen of the fourteen models and Justt by eleven and Chargeblast carries 41 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, Chargeblast and Justt were named in the same answer thirty times, of the 107 answers naming Chargeblast and the 65 naming Justt. In those answers Justt took the first choice five times and Chargeblast two.
| 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 seven in this category shown.
“Most mainstream chargeback tools (Chargeblast, Chargeflow, Justt) are built for ecommerce merchants dealing with consumer card disputes. For a mid-market B2B company, those tools won't fit your workflows.” MiniMax M2.5 · direct prompt · soft negative
“Chargeblast is listed as 5.0/5 on Capterra/GetApp with only 6 reviews... Small sample sizes mean ratings can be inflated by early adopters.” Muse Glimmer 30B · negative prompt · soft negative
“Chargeblast users on Trustpilot praised the platform but complained about slow support and chaotic onboarding with billing problems.” DeepSeek V4 Flash · negative prompt · soft negative
“Primary Focus: Prevention via pre-dispute notifications... Best For: Merchants looking to proactively lower their dispute rates” Qwen 3.7 Flash · comparative prompt · first choice
“Chargeblast offers the best balance of advanced features (automation/AI) and price ($29/mo) for growing small businesses.” Qwen 3.7 Flash · budget prompt · first choice
“likely to be one of the top-rated options listed in the search results, such as Chargeblast, ChargebackStop, or Midigator” Llama 4 Maverick · 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.