Zero of fourteen models named Gaviti first on the direct prompt; two named Chargebacks911. Gaviti was named by ten of the fourteen models and Chargebacks911 by fourteen and Gaviti carries 14 labels and Chargebacks911 40, 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. Six of eight in this category shown.
“One provider to scrutinize especially carefully: Chargebacks911... The FTC and Florida alleged that it used misleading evidence in some dispute responses” GPT-6 Luna · negative prompt · hard negative
“Don't sign long-term contracts — especially with Chargebacks911 or any vendor requiring a 2-year commitment.” DeepSeek V4 Flash · negative prompt · hard negative
“What to Avoid on a Tight Budget - Chargebacks911 and Midigator — ... prohibitive for most small businesses” DeepSeek V4 Flash · budget prompt · hard negative
“Chargebacks911 is well-suited for mid-market and enterprise merchants across e-commerce, travel, and digital goods who want a performance-guaranteed managed solution” Claude Haiku 4.5 · 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
“The "original" end-to-end chargeback platform, offering dual-layer management (both prevention and recovery) with a human touch.” DeepSeek V4 Flash · comparative 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.