# Findustry AI

> Findustry AI builds AI agents for payments. Chargeback Agent automates dispute workflows end to end, increasing merchant win rates and reducing labor costs, and the Findustry AI Benchmark is the payments industry's first benchmark measuring LLM capability on real payments tasks such as chargeback responses and processing statement analysis.

## Key Pages

- [Home](https://findustryai.com/): Product overview, differentiators, testimonials
- [Benchmark](https://findustryai.com/benchmark): The payments industry's first benchmark measuring LLM capability for tasks such as chargeback responses and processing statement analysis, which includes a Chargebacks Performance Leaderboard (updated September 2, 2026)
- [Newsroom](https://findustryai.com/news): Announcements, press coverage, and case studies
- [Privacy Policy](https://findustryai.com/privacy)
- [Terms of Service](https://findustryai.com/terms)

## Benchmark Data

- [Benchmark JSON](https://findustryai.com/benchmark.json): Machine-readable leaderboard data, version 2026.09
- Methodology: https://findustryai.com/benchmark#research
- License: https://creativecommons.org/licenses/by/4.0/
- Cite as: Findustry AI Benchmark, version 2026.09. Findustry AI. https://findustryai.com/benchmark

### Top 5 Models (updated September 2, 2026)

  1. Fable 5 + Findustry AI — 98.3 ($4.72)
  2. Grok 4.5 + Findustry AI — 96.7 ($0.90)
  3. GPT 5.6 Sol + Findustry AI — 96.7 ($1.51)
  4. Sonnet 5 + Findustry AI — 96.7 ($1.71)
  5. GPT 5.5 + Findustry AI — 96.7 ($1.74)

## News

- [News JSON](https://findustryai.com/news.json): Machine-readable newsroom index
- [RSS Feed](https://findustryai.com/rss.xml): Newsroom feed

- [TSG interviews Findustry AI founder Jonathan Razi on vertical AI in payments](https://findustryai.com/news/tsg-interviews-findustry-ai-founder-jonathan-razi-on-vertical-ai-in-payments) — COVERAGE, August 18, 2026: TSG's Executive Interview Series talks with Findustry AI founder and CEO Jonathan Razi about the rise of vertical AI in payments, and why networks, acquirers, and ISVs may need to rethink how they build, buy, or partner as GenAI becomes more embedded across the industry.
- [PYMNTS: “Maverick Payments integrates Findustry AI agent”](https://findustryai.com/news/pymnts-maverick-integration) — COVERAGE, August 13, 2026: PYMNTS covers the Maverick Payments integration: merchants and partners on Maverick’s white label platform can now deploy Chargeback Agent to collect evidence, interpret reason codes, and submit rebuttals without writing code.
- [How AllPaid uses Chargeback Agent to manage disputes for 3,500+ agencies](https://findustryai.com/news/allpaid-case-study) — CASE STUDY, August 11, 2026: AllPaid deployed Chargeback Agent to automate dispute management across 3,500+ government agencies—achieving a 205% increase in recovered dollars, saving 1,700 hours of labor per year, and writing zero lines of code to get started.
- [Chargeback Agent launches on Maverick Payments platform](https://findustryai.com/news/maverick-payments-partnership) — ANNOUNCEMENT, August 5, 2026: Findustry AI is partnering with Maverick Payments to bring Chargeback Agent to the gateway—merchants and partners can now automate chargeback workflows end to end where they already process payments.
- [Opus 5: matching Fable 5 performance at lower cost](https://findustryai.com/news/opus-5-vs-fable-5) — ANNOUNCEMENT, July 24, 2026: Claude Opus 5 is now live in Findustry AI. In our Benchmark, Opus 5 matches Fable 5 (81.7% vs. 80.0%) at a lower cost. The best model changes every few weeks, but your code doesn’t have to.
- [The Green Sheet: “Findustry AI launches chargeback automation platform”](https://findustryai.com/news/green-sheet-chargeback-automation-launch) — COVERAGE, July 20, 2026: The Green Sheet spotlights Chargeback Agent as an AI-powered platform helping merchants, payment facilitators, and acquirers automate chargeback management and improve dispute response efficiency.
- [Fable 5 vs. GPT-5.6 Sol: significant divergence in payments](https://findustryai.com/news/fable-5-vs-gpt-5-6-sol) — ANNOUNCEMENT, July 13, 2026: For the first time, we’re seeing significant divergence between Anthropic and OpenAI’s flagship models in payments. Fable 5 scores 80% vs. GPT-5.6 Sol at 36.7% in the Findustry AI Benchmark.
- [The Green Sheet interviews Findustry AI CEO on agentic commerce trend](https://findustryai.com/news/green-sheet-agentic-commerce) — COVERAGE, July 13, 2026: The Green Sheet interviews CEO Jonathan Razi on agentic commerce: once AI agents execute payments for consumers, disputes follow — and Visa data shows disputes already rose 35 percent between 2019 and 2025.
- [GPT-5.6 Sol: comparable performance at 13.2% lower cost](https://findustryai.com/news/gpt-5-6-sol-vs-gpt-5-5) — ANNOUNCEMENT, July 9, 2026: OpenAI launched the GPT-5.6 series. In our analysis, GPT-5.6 Sol delivers comparable performance to GPT-5.5 at a 13.2% lower cost.
- [Digital Transactions News features Chargeback Agent in analysis of payments AI landscape](https://findustryai.com/news/digital-transactions-payments-ai-landscape) — COVERAGE, July 7, 2026: Digital Transactions News details how Chargeback Agent collects the evidence each reason code requires, drafts response letters for one-click approval, and lets merchants set how much dispute handling to automate.
- [Claude Sonnet 5: 11.1% higher score on Findustry AI Benchmark](https://findustryai.com/news/sonnet-5-benchmark-score) — ANNOUNCEMENT, June 30, 2026: Claude Sonnet 5 is now live in our platform. Tested with the Findustry AI harness, Sonnet 5 is a meaningful step up from Sonnet 4.6, scoring 11.1% higher.
- [Payments Dive: “Payments entrepreneur strikes again”](https://findustryai.com/news/payments-dive-entrepreneur) — COVERAGE, June 12, 2026: Payments Dive profiles Findustry AI founder Jonathan Razi and the new AI tool designed to let merchants automate chargebacks.
- [Fable 5 is live in Findustry AI](https://findustryai.com/news/fable-5-live-in-findustry-ai) — ANNOUNCEMENT, June 9, 2026: Anthropic’s Claude Fable 5 is already live in Findustry AI. Our Benchmark shows it’s the most capable—but also most expensive—LLM for payments workflows yet.
- [Findustry AI Benchmark: evals for the payments industry](https://findustryai.com/news/findustry-ai-benchmark-payments-evals) — ANNOUNCEMENT, June 8, 2026: At Microsoft Build, Satya Nadella called private evals “the biggest IP.” Our Findustry AI Benchmark delivers the first rigorous evaluations of LLM performance for the payments industry.
- [Digital Transactions News: “Findustry AI takes aim at chargebacks”](https://findustryai.com/news/digital-transactions-chargebacks) — COVERAGE, June 8, 2026: Digital Transactions covers Chargeback Agent, which Findustry AI is pitching as intelligent enough to automatically resolve most chargebacks — as card-not-present volume climbs and Mastercard and Visa update their dispute programs.