Three of fourteen models named Chargebacks911 first on the direct prompt; three named Midigator. Chargebacks911 was named by thirteen of the fourteen models and Midigator by eleven and Chargebacks911 carries 29 labels and Midigator 19, so the shares are not directly comparable.
Named in one category 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.
Across every category in the November 2026 Edition, Chargebacks911 and Midigator were named in the same answer forty-two times, of the 105 answers naming Chargebacks911 and the 62 naming Midigator. In those answers Midigator took the first choice four times and Chargebacks911 nine.
| 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. Four of five in this category shown.
“Note: Midigator is gone. Equifax owns it and folded it into Kount.” Muse Glimmer 30B · comparative prompt · hard negative
“Midigator (now part of Kount/Equifax) stands out as the best chargeback management tool for a mid-market B2B company.” Grok 4.20 · direct prompt · first choice
“Midigator and Justt are particularly well-suited for mid-market and enterprise SaaS businesses” Mistral Small · direct prompt · first choice
“such as Chargeblast, ChargebackStop, or Midigator” Llama 4 Maverick · 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.