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Operate Ambassly from an AI Agent

An AI agent can help operate Ambassly today by following the dashboard workflow and the public setup docs: create programs, prepare invite copy, inspect ledger states, and guide Stripe webhook setup. Direct machine-to-machine operation is limited until the dedicated agent endpoint ships, so agents should use the same authenticated dashboard and documented API surfaces a human operator can verify.

What works today

Agents can assist with Ambassly through the existing product surfaces:

  • Read the install docs and produce merchant-specific implementation steps.
  • Help a merchant add the tracking snippet to a site or app.
  • Prepare Stripe Checkout code that passes client_reference_id and metadata.ambassly.
  • Walk through the Stripe webhook setup checklist.
  • Explain commission states, hold periods, clawbacks, and payout export status from the dashboard.
  • Draft affiliate invite emails and per-content link labels for review before sending.

The operator should still verify any payment, payout, webhook, or ledger action inside Ambassly and Stripe. Ambassly is a money product, so agent-assisted operation should be observable and reversible wherever possible.

Dashboard operations

The dashboard is the primary control surface today. A signed-in operator can create a program, invite affiliates, view attributed revenue, review commission states, export payout batches, and mark payouts paid.

For an agent workflow, treat the dashboard as the source of truth. The agent can summarize what to do, prepare values, and explain what a user is seeing, but it should not claim a payout, clawback, or approval happened unless the dashboard shows it.

API and documentation surface

The current public integration surface is documented in these guides:

  • Install the Ambassly tracking snippet.
  • Pass Ambassly referrals into Stripe Checkout.
  • Set up the Stripe webhook.
  • Understand Ambassly attribution rules.

These docs are enough for an agent to generate implementation instructions and code patches for a merchant app. They are not a replacement for authenticated product permissions.

Coming next

MCP endpoint coming this week.