Put an AI agent to work on your Stripe data
Connect Stripe in one click and hand off the watching and reporting: an autonomous agent that recovers failed payments, posts revenue digests, flags disputes with context, and tracks subscription changes. It reads and coordinates; money-moving actions always wait for your approval.
7-day trial · Cancel anytime
Fleece AI connects to Stripe through managed OAuth and lets autonomous agents read payments, charges, subscriptions, invoices, customers, disputes, and payouts, and react to webhook events in real time. Agents combine Stripe with 3,000+ other apps — Gmail, Google Sheets, Slack, Shopify — so a failed payment becomes a dunning email, a dispute becomes an alert with customer context, and revenue becomes a digest. The agent reads and reports; money-moving actions like refunds always pause for your approval.
At a glance
| Category | Finance |
|---|---|
| Availability | Pro plan and up — included in the 7-day trial |
| Connects to | 3,000+ apps via managed OAuth |
| Setup | Connect your tools — no code required |
| Autonomy | Suggest-only to fully autonomous, with approval gates |
| Pricing | 7-day trial (€1 card check, credited back), then paid plans |
By Loïc Jané · Updated June 11, 2026
What a Fleece agent does with Stripe
Stripe is where your revenue actually happens — payments and charges, subscriptions and their invoices, customers, disputes and chargebacks, payouts, refunds, and a firehose of webhook events for every one of them. The data is all there; the work is keeping up with it. Failed payments quietly churn customers before anyone follows up, disputes arrive with a deadline and no context attached, and the numbers that matter live in the dashboard instead of in front of the people who need them. A Fleece agent sits on top of your Stripe account and does the watching. It reads the events and objects you point it at, understands them in context, and acts: it reports, alerts, follows up, or drafts — according to the instructions you give it in plain language.
Under the hood, the connection runs through managed OAuth — you authorize Stripe once, and Fleece handles tokens, scopes, and refresh securely. The agent can read charges and payment intents, list and inspect subscriptions and invoices, look up customers, read disputes and their evidence deadlines, and read payouts and refunds. Webhook events let it react in real time the moment a payment fails, a dispute opens, or a subscription is canceled — no polling, no delay — while scheduled flows let it run a morning revenue digest or a weekly churn report on its own. Because finance is sensitive by nature, the agent is built to read and coordinate first: it assembles context and drafts the next step rather than reaching for the money.
This is the important part: money-moving actions are never automatic. Issuing a refund, changing a subscription, or anything that touches a customer's balance always pauses for your one-click approval — you see exactly what the agent proposes, and nothing happens until you sign off. What makes this different from Stripe's own automations or Radar rules is reach and judgment. A Stripe rule can flag a risky charge; it cannot read the customer's history, pull the related order from Shopify, draft a dunning email in Gmail, and post the whole picture to your finance channel in Slack. Because Fleece agents work as a hierarchy — a lead agent delegating to specialized child agents — one Stripe-facing agent can coordinate the full response and leave the actual refund for a human to approve.
What the agent can do with Stripe
Failed-payment recovery
Catches failed charges the moment they happen and runs a dunning sequence — drafting Gmail follow-ups and flagging accounts at risk of churning.
Revenue digests
Posts scheduled summaries of new revenue, refunds, and net movement to Slack and logs the figures to Google Sheets for a running record.
Dispute alerts with context
Flags new disputes with the customer history, related order, and evidence deadline assembled from your connected tools, so nothing is missed.
Subscription monitoring
Tracks upgrades, downgrades, cancellations, and churn signals, and routes each to the right owner with the account context attached.
Real-time triggers
Reacts the moment a payment fails, a dispute opens, or a subscription changes, through Stripe webhook events rather than polling.
Approval on money moves
Refunds and any balance-affecting action pause for your one-click sign-off — the agent proposes, you approve, then it acts.
Automations finance teams run on Stripe
These are concrete setups you can describe to a Fleece agent in plain language. Each one combines Stripe with other connected apps, and money-moving steps always wait for your approval.
Dunning: recover failed payments before they churn
When a charge or subscription invoice fails, the agent reacts to the Stripe webhook, looks up the customer, and drafts a friendly dunning email in Gmail with a link to update the card. It logs the failure in a Google Sheets recovery tracker and follows up on a schedule until the payment succeeds. It never re-charges or refunds on its own — any money move is proposed for your one-click approval.
Reporting: revenue where the team already looks
Every morning the agent reads the previous day's charges, refunds, and payouts, computes net revenue, and posts a concise digest to your finance channel in Slack. It appends the same figures to a Google Sheets ledger so you have a running month-to-date record, and flags anything unusual — a spike in refunds, a large chargeback — for a human to review.
Disputes: an alert with the full picture attached
The moment a dispute opens, the agent assembles the context — the customer's payment history from Stripe, the related order pulled from Shopify, and the evidence submission deadline — and posts a single alert to Slack with everything in one place. It drafts a first response for your review, so the team acts before the deadline instead of scrambling to gather details.
Subscriptions: catch churn signals early
The agent watches subscription events — upgrades, downgrades, cancellations, trials about to end — and routes each to the right owner. A cancellation from a high-value customer pings the account manager in Slack with the history and a suggested next step; a wave of downgrades gets logged to Google Sheets and summarized in a weekly report so trends surface before they become a quarter's problem.
How to connect Stripe to Fleece AI
Create your Fleece account
Sign up and start the 7-day trial. You land in a workspace where agents, flows, and integrations live together.
Connect Stripe via managed OAuth
Pick Stripe from the integrations catalog and authorize it in one click. Fleece manages tokens and scopes for you; you can revoke access at any time from Stripe or from Fleece.
Describe the job in plain language
Create an agent and tell it what to watch and what to do — "when a payment fails, draft a dunning email and log it; alert me on disputes with the customer's history". No flowchart building required.
Set autonomy and approval gates
Reading and reporting can run on their own; every money-moving action — refunds, subscription changes — is set to pause for your one-click approval by default.
Run it on triggers or a schedule
Let the agent react to Stripe webhook events in real time, or schedule recurring flows — a morning revenue digest, a weekly churn report — that run without you.
Stripe works better with the rest of your stack
Stripe automations get powerful when they cross app boundaries. Pair Stripe with Gmail to send dunning follow-ups and receipts, with Google Sheets to keep a running revenue and recovery ledger, with Slack to put failed payments and disputes in front of the finance team in seconds, or with Shopify to tie a charge or dispute back to the order behind it — all through the same agent, all under the same approval rules, with money moves always gated. Fleece connects to 3,000+ apps, so the stack you already use is almost certainly covered.
Frequently asked questions
Go deeper on the blog
Put your Stripe data on autopilot
Connect Stripe in one click, describe the job in plain language, and let an autonomous agent watch, report, and coordinate — with money moves always gated behind your approval. 7-day trial, cancel anytime.
Powered by Fleece AI · autonomous agents for 3,000+ apps