Build AI Agent Automation Services in 7 Days
This playbook shows agencies how to package multi-agent automation into a billable managed service using tools like OrcaBot, Meltbox, and Jaybase. It opens a recurring revenue stream by positioning your team as the human-in-the-loop operator that clients cannot replicate on their own.
Audit Client Workflows for Agent Fit
Before pitching anything, map two or three existing client workflows that involve repetitive browser tasks, data lookups, or multi-step approvals. This audit becomes the sales asset that justifies the engagement and scopes the build.
Install OrcaBot and Map Target Pages
Download OrcaBot Desktop for macOS, which is free with no subscription, and run it against the client URLs identified in Step 1. Pair it with the Manifest API to generate a structured map of each webpage so your agents know exactly which elements to interact with.
Cut Browser Costs with Libretto SDK
Agent browsing costs accumulate fast on client retainers, and Libretto Browser Tools SDK is documented to cut those costs by 55 percent. Integrating it at this stage protects your margin before you price the service.
Store Agent Facts in Jaybase
Multi-agent workflows need a reliable fact store so agents share context without overwriting each other's outputs. Jaybase provides an append-only fact store purpose-built for AI business workflow agents, which prevents data conflicts and gives you an audit trail to show clients.
Add Human-in-the-Loop Review Gates
Clients are rarely comfortable with fully autonomous agents on their first engagement. Meltbox lets you insert human review points into agent briefs so your team approves outputs before they execute, which reduces risk and gives you a clear billable oversight role.
Package the Service and Set Retainer Pricing
Turn the configured stack into a named, repeatable service offering with three tiers: setup only, setup plus monthly monitoring, and setup plus ongoing optimization. Pricing should reflect the 55 percent browser cost savings and the time your human-in-the-loop oversight saves the client each month.
Run a Live Demo and Close the Retainer
A recorded walkthrough of the agent completing a real client task closes faster than a slide deck. Use Claude Cowork's screen-recording skill capture to record the end-to-end demo so it doubles as onboarding material for the next client.