Disputifier vs Justt
Zero of fourteen models named Disputifier first on the direct prompt; two named Justt. Disputifier was named by nine of the fourteen models and Justt by eleven and Disputifier carries 12 labels and Justt 24, so the shares are not directly comparable.
Named in two 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.
By framing
DisputifierFirst choices, of fourteen modelsJustt
Across every category in the October 2026 Edition, Disputifier and Justt were named in the same answer ten times, of the 32 answers naming Disputifier and the 68 naming Justt. In those answers Justt took the first choice zero times and Disputifier two.
Every model, every framing
| 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 | | | | |
Disputifier Justt first choice named as an alternative argued againstblank: not namedEach cell is one answer, Disputifier on the left and Justt on the right.The direct prompt
Justt first, Disputifier not the choice
2 of 14 modelsDisputifier was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Disputifier6%#3 of 9Justt2%#5 of 9Disputifier10%#4 of 12Justt6%#5 of 12Justt4%#4 of 12Disputifier0%#– of 12What the models said about Disputifier
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
What the models said about Justt
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Be very cautious. ... A fully managed service like Chargeflow or Justt can pay for itself — but only if you negotiate a success-based fee” DeepSeek V4 Flash · negative prompt · soft negative
“There's a cold-start problem where the first three months don't achieve the win rate the sales team quotes” Claude Haiku 4.5 · negative prompt · soft negative
“these tools less relevant” DeepSeek V4 Flash · paraphrase prompt · soft negative
“Justt positions itself specifically for subscription and SaaS businesses... Best for Specialized SaaS & Subscription Defense” Qwen 3.7 Flash · direct prompt · first choice
“Justt - if your primary need is chargeback/dispute response management and you want AI automation to reduce manual work” MiniMax M2.5 · paraphrase prompt · first choice
“I'd shortlist Justt for a mid-market B2B company” GPT-6 Luna · 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.