Selected work

Real problems.
Working systems.

A production onboarding agent, a live lead-research product, and agent-assisted migration from legacy systems to Databricks.

Stella Software · In production

From days of onboarding
to minutes.

The same software. A new way to run the work. We built a Codex-powered agent that helps Stella’s team configure company settings, load inventory, and set up taxes and billing in their existing app.

Back-office users
2
Client migrations / month
~12
From kickoff to live
~1 month

Timing and usage reported by Winklytics’ delivery lead. Results vary with client data and required human steps; this is not a guaranteed onboarding time.

Visit Stella
Stella onboarding: learn the real process, build reusable skills and tools, then run each client migration in Codex with people handling sensitive steps.View the full illustration
How we built the onboarding agent

Learn the real process.

We walked through the work in the browser, mapped the inputs and decisions, and captured them in reusable agent instructions.

Give the agent better tools.

We built a command-line toolkit: a direct way for Codex to work with Stella’s existing app, so repeatable steps don’t depend on clicking through screens.

Put the team in control.

Staff open a Codex project for each client and add the source files. They run migrations several times a week, handle payments and accounting connections, and usually resolve routine fixes themselves. We support unresolved issues.

Start with the work that slows you down.

A 30-minute conversation with Mitchell. Bring a real process; we’ll find a useful place to start.

Bring us a process