Zero of fourteen models named Gaviti first on the direct prompt; zero named Disputifier. Gaviti was named by ten of the fourteen models and Disputifier by nine and Gaviti carries 14 labels and Disputifier 12, so the shares are not directly comparable.
Named in six categories 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.
| 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. Four of five in this category shown.
“smaller users report complexity, high minimums, or overkill features” Grok 4.1 Fast · negative prompt · soft negative
“Disputifier offers a transparent pricing model where you only pay when funds are successfully recovered, ensuring a guaranteed ROI.” Claude Haiku 4.5 · budget prompt · first choice
“Choose Chargeflow or Disputifier if you want automated dispute resolution with no budget risk” Gemini 3.5 Flash · budget prompt · first choice
“the best choice is usually Disputifier if your priority is a lower-cost, pay-for-success model” Perplexity Sonar · budget 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.