How I Actually Use AI to Run a Small Agency

I run The R&D Dept., a small brand and Webflow studio in Costa Mesa, on an AI-native workflow. AI does a lot of the production and back-office work. I stay in charge of strategy, taste and every decision that goes live. Here's what that actually looks like day to day.

What does an "AI-native" agency actually mean?

It means AI is built into how the work gets done, not bolted on. I use Claude as a thinking and production partner across client work: research, first drafts, building and checking websites, pulling data together. My job is to direct it, review everything and make the calls.

The rule I keep: AI can draft, build and stage. A human publishes.

What is a "digital office"?

I've set up a small digital workforce of AI role-agents that run as scheduled tasks. Each one has a job:

• Chief of Staff. Keeps the big picture, including a BizDev dashboard of new prospects and where existing client work stands.
• CFO. Looks at the money side of the business.
• Controller. Keeps the books side honest.
• Webflow QA. Audits one client site at a time, spread out over time. It finds issues and stages fixes, and it never publishes to a client's live site without me.

None of them replaces judgment. They make sure the routine stuff gets looked at consistently, so I can spend my time on the work that needs a person.

How do you build websites with AI?

Most of our sites are built on Webflow. AI handles a lot of the production inside the project: building sections, writing first-draft copy, fixing accessibility issues, adding structured data, taking screenshots and running checks. I review it on a staging site, and I publish to the live domain myself.

That split matters. It's fast, and nothing reaches a client's customers without a human looking at it first. You can see the results in our work.

Does this work outside of client projects?

Yes, and some of my favorite examples are pro bono. As PTA president at Victoria Elementary, I built an AI-assisted workspace for the PTA, including a financial dashboard with an AI assistant, plus a bilingual hub at victoriapta.com for families. A volunteer board can get a lot done when the busywork shrinks.

What should a small business take from this?

• Give AI clear jobs. A defined role with a defined output beats "use AI more."
• Keep a human at the publish button. Let AI draft and stage. Review before anything goes live.
• Start with the boring stuff. Audits, reports and first drafts are where you get time back fastest.
• Spend the time you save on clarity. Strategy and brand are still where businesses win.

Quick answers

How does The R&D Dept. use AI?

For production, research, site checks and back-office reporting, with founder Stewart Ramsey directing strategy, reviewing the work and publishing it himself.

Can AI agents run parts of a small business?

They can handle defined, repeatable jobs like audits, dashboards and first drafts. They work best with a person reviewing their output and making the final calls.

Does AI publish changes to client websites?

Not at The R&D Dept. AI stages changes for review. Stewart publishes to live sites himself.

Curious what an AI-native workflow could do for your business? Let's talk.