| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Chargeback management | Receivables and billing | 6% | 5 of 81 | 12% | 24 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 1 | 3 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 2 | 0 | 0 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 2 | 5 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 1 | 2 | 0 | 0 | 3 |
| GPT-6 Luna | 1 | 1 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 3 | 1 | 0 | 4 |
Verbatim evidence the judge attached to positive labels.
“Justt positions itself specifically for subscription and SaaS businesses... Best for Specialized SaaS & Subscription Defense” Qwen 3.7 Flash · Chargeback management · 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 · Chargeback management · paraphrase prompt · first choice
“I'd shortlist Justt for a mid-market B2B company” GPT-6 Luna · Chargeback management · direct prompt · first choice
“Justt suits ops teams who want machine-learning, exportable representment evidence tied to dispute recovery” Muse Glimmer 30B · Chargeback management · direct prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“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 · Chargeback management · 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 · Chargeback management · negative prompt · soft negative
“these tools less relevant” DeepSeek V4 Flash · Chargeback management · paraphrase prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 68 of the 68 answers that named Justt and are not a share of its labels.
270 of the 270 domain citations in answers naming Justt came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 128 | 6 | 2026-09-15 | Merchants of record, Ecommerce fraud | |
| Glossary or explainer | 25 | 0 | 2025-08-26 | ||
| Report or ebook | 17 | 0 | 2025-08-05 | Chargeback management | |
| Comparison | 16 | 3 | 2026-08-02 | Chargeback management | |
| Case study | 5 | 0 | 2025-12-15 | ||
| Webinar or virtual event | 4 | 0 | 2026-04-20 | Chargeback management |
Every page justt.ai exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Justt's own pages state, read October 5, 2026: justt.ai, trust.justt.ai, justt.ai/platform, justt.ai/customers, justt.ai/integrations. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Justt's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Justt, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Justt by email, built from the raw record of the edition. It shows: