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Chargeback management · October 2026 Edition

Justt vs Chargeblast

Two of fourteen models named Justt first on the direct prompt; three named Chargeblast. Justt was named by eleven of the fourteen models and Chargeblast by eight and Justt carries 24 labels and Chargeblast 12, so the shares are not directly comparable.

Justt

accepted challenger

Named in one category this edition.

Chargeblast

accepted challenger

Named in one category this edition.

First-choice share6%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#6A position in a field of 12; printed, not drawn.
Labels2412A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Justt 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 Justt · Chargeflow vs Chargeblast · Gaviti vs Justt

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.
JusttFirst choices, of fourteen modelsChargeblast
Direct23
Paraphrase101 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.

Across every category in the October 2026 Edition, Justt and Chargeblast were named in the same answer seventeen times, of the 68 answers naming Justt and the 44 naming Chargeblast. In those answers Chargeblast took the first choice three times and Justt two.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Justt and Chargeblast stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Justt Chargeblast first choice named as an alternative argued againstblank: not namedEach cell is one answer, Justt on the left and Chargeblast on the right.

The direct prompt

The plain question, one answer per model, grouped by where Justt and Chargeblast stood in it.

Justt first, Chargeblast not the choice

2 of 14 modelsChargeblast 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

Chargeblast first, Justt an alternative

3 of 14 modelsJustt was named in the answer but not as the choice, or not at all.
DeepSeek V4 FlashChargeblast alternatives: Chargebacks911, Chargeflow, Justt
GLM 4.7 FlashXChargeblast, Chargeflow alternatives: Chargebacks911, Gaviti, Midigator
Muse Glimmer 30BChargeblast, Midigator alternatives: Gaviti, Justt

Neither was the first choice, one was named

4 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
Perplexity SonarMidigator alternatives: Chargebacks911, Chargeblast
Grok 4.1 FastChargeflow alternatives: Chargebacks911, Justt, Kount, Midigator, Sift
MiniMax M2.5Chargebacks911, Midigator alternatives: Chargeflow, Justt

Neither was named

5 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
Mistral SmallMidigator alternatives: Chargeback.io, Gaviti
Llama 4 Maverickno first choice
Kimi K2Midigator alternatives: Chargeback Gurus, Gaviti, Sift

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
Chargeblast leads by thirteen points.
Chargeblast15%#2 of 9
Justt2%#5 of 9
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Justt6%#5 of 12
Chargeblast6%#6 of 12
The full mid-market standing →
Enterprise
The order flips: Justt leads at enterprise.
Justt4%#4 of 12
Chargeblast0%#– of 12
The full enterprise standing →

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

What the models said about Chargeblast

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
Also compared

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.