Zero of fourteen models named Gaviti first on the direct prompt; five named Midigator. Gaviti was named by ten of the fourteen models and Midigator by thirteen and Gaviti carries 14 labels and Midigator 24, so the shares are not directly comparable.
Named in six 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 4.1 Fast | ||||||
| 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.
“Gaviti is a strong choice if you want a dedicated dispute tracking tool within a broader AR automation suite.” Mistral Small · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Avoid enterprise tools like Chargebacks911 or Midigator ($500+ setup/$1,000+/month)—too pricey” Grok 4.1 Fast · budget prompt · hard negative
“excellent tools, but they start around $1,000+/month, which is prohibitive” DeepSeek V4 Flash · budget prompt · hard negative
“brand transition makes it a less stable choice right now” DeepSeek V4 Flash · direct prompt · soft negative
“For most mid-market B2B companies, Midigator stands out due to its robust analytics, scalability, and specialization in B2B SaaS and fintech.” Mistral Small · direct prompt · first choice
“Larger merchants with frequent chargebacks usually need dedicated tools like Chargebacks911 or Midigator to handle volume and rules at scale.” Muse Glimmer 30B · comparative prompt · first choice
“I'd recommend Midigator as the starting point because it's purpose-built for your segment” Kimi K2 · 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.