Chargeback management · October 2026 Edition
Gaviti vs Justt
Zero of fourteen models named Gaviti first on the direct prompt; two named Justt. Gaviti was named by ten of the fourteen models and Justt by eleven and Gaviti carries 14 labels and Justt 24, so the shares are not directly comparable.
Named in six categories this edition.
Named in one category this edition.
First-choice share12%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%12%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#5A position in a field of 12; printed, not drawn.
Labels1424A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Gaviti reading right to left. Rank and label count are printed, not drawn.Midigator was named alongside these two in nine of the fourteen direct answers. Chargeflow vs Gaviti · Chargeflow vs Justt · Gaviti vs Midigator
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
GavitiFirst choices, of fourteen modelsJustt
Direct02
Paraphrase611 against Justt
Comparative00
Budget-constrained00
Scale-constrained00
Negative002 against Justt
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Gaviti and Justt stood in it.
| 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 | | | |
Gaviti Justt first choice named as an alternative argued againstblank: not namedEach cell is one answer, Gaviti on the left and Justt on the right.The direct prompt
The plain question, one answer per model, grouped by where Gaviti and Justt stood in it.
Justt first, Gaviti not the choice
2 of 14 modelsGaviti was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashChargeflow, Justt alternatives: Maxio, Midigator
GPT-6 LunaJustt alternatives: Chargeflow, HighRadius Deductions Management
Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Chargebacks911 alternatives: Chargeflow, Justt, Midigator
Grok 4.1 FastChargeflow alternatives: Chargebacks911, Justt, Kount, Midigator, Sift
Mistral SmallMidigator alternatives: Chargeback.io, Gaviti
DeepSeek V4 FlashChargeblast alternatives: Chargebacks911, Chargeflow, Justt
Kimi K2Midigator alternatives: Chargeback Gurus, Gaviti, Sift
GLM 4.7 FlashXChargeblast, Chargeflow alternatives: Chargebacks911, Gaviti, Midigator
MiniMax M2.5Chargebacks911, Midigator alternatives: Chargeflow, Justt
Muse Glimmer 30BChargeblast, Midigator alternatives: Gaviti, Justt
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniBilltrust alternatives: ChargebackStop, Chargebacks911, Chargeflow
Gemini 3.5 FlashChargeflow alternatives: Accertify, Chargebacks911, HighRadius, Stuut, iNymbus
Perplexity SonarMidigator alternatives: Chargebacks911, Chargeblast
Llama 4 Maverickno first choice
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Mid-marketThe figures above
Enterprise
The order flips: Justt leads at enterprise.
Justt4%#4 of 12Gaviti0%#– of 12What the models said about Gaviti
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
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
Also compared
Chargeflow vs GavitiChargeflow vs JusttGaviti vs MidigatorGaviti vs DisputifierGaviti vs ChargeblastGaviti vs HighRadiusGaviti vs Chargebacks911Midigator vs JusttDisputifier vs JusttJustt vs ChargeblastJustt vs HighRadiusJustt vs Chargebacks911All twenty-eight head-to-head pages and the full chargeback management standing
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.