Three of fourteen models named Chargeblast first on the direct prompt; two named Chargebacks911. Chargeblast was named by eight of the fourteen models and Chargebacks911 by fourteen and Chargeblast carries 12 labels and Chargebacks911 40, 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 October 2026 Edition, Chargeblast and Chargebacks911 were named in the same answer twenty times, of the 44 answers naming Chargeblast and the 114 naming Chargebacks911. In those answers Chargebacks911 took the first choice two times and Chargeblast six.
| 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. Three of four in this category shown.
“ChargeBlast is the strongest fit for mid-market dispute teams that need deadline-driven representment workflows” Muse Glimmer 30B · direct prompt · first choice
“Start with Chargeblast or Chargeflow for mid-market companies” GLM 4.7 FlashX · direct prompt · first choice
“my top recommendation is ChargeBlast” DeepSeek V4 Flash · direct 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.