Stripe transaction review agent

Flag suspicious Stripe transactions in Slack
Vellum Team
Created By
Anita Kirkovska
Click to interact
Created By
Anita Kirkovska
Last Updated
December 4, 2025
Categories
AI Agents
Document extraction

Why you need it


Fraud often shows up as small patterns across many transactions, not just one obvious bad charge. Manually scanning Stripe exports for strange velocity, odd merchants, or location mismatches is slow and easy to miss. This agent pulls recent transactions from Stripe, checks them with rules and LLM pattern detection, and flags anything that looks off. It sends a simple Slack summary with evidence for each case and produces JSON that your fraud or ops team can plug into dashboards or internal tools.

What you need in Vellum

  • Stripe integration with access to recent transactions
  • An input or config for lookback window, for example last 24 hours or last 7 days
  • Logic or tools to apply rule based checks such as velocity, high value, country or IP mismatch
  • An LLM step to look for unusual patterns that simple rules might miss
  • A formatter that creates structured JSON with flagged cases, reasons, and scores
  • Slack integration with a field for the target channel name or ID
  • A summary template for posting flagged cases to Slack with short explanations
  • A trigger such as a schedule that runs every hour, day, or week
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sucCCESS STORIES

Hear it from our customers

We know the power of AI, but how do we make it secure and ensure that we're not compromising privacy and security while still providing value? Vellum has been a big part of accelerating that experimentation part, allowing us to validate that a feature is high-impact and feasible.
Pratik Bhat
ai Product manager
We sped up AI development by 50 percent and decoupled updates from releases with Vellum. This allowed us to fix errors instantly without worrying about infrastructure uptime or costs.
Jordan Nemrow
Co-Founder & CTO @ Woflow
Vellum helped us quickly evaluate prompt designs and workflows, saving us hours of development. This gave us the confidence to launch our virtual assistant in 14 U.S. markets.
Sebi Lozano
Sr. Product Manager @ Redfin
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