We Let an AI Agent Run for 22 Hours. It Built the Foundation of Our Contracting Intelligence Platform.

We needed all of federal contracting data in one place — historical awards, live opportunities, pricing benchmarks, certifications — searchable on demand. So we designed the system, pointed an AI agent at four government data sources, and let it run overnight. Twenty-two hours later, the foundation was built.

The problem

Federal contracting data is public but fragmented. SAM.gov has opportunities and awards. USAspending.gov has spending history. SBA has certifications. GSA has labor rate benchmarks. Getting a complete picture means navigating four different systems and piecing together data by hand — or paying for expensive market research tools.

We wanted a better option.

The approach

I designed the system — how the data should be organized, how each source should stay current, how to handle the differences between sources that update daily and those that don’t. Then I directed an AI agent to build it. Not a vague prompt — a full system design that the agent executed against.

It ran for 22 hours on a cloud server while I slept. By morning, it had pulled data from all four federal sources and organized it into a single searchable platform.

Why this still required a person

The AI built fast. But it didn’t know how to organize the data so searches stay fast as the dataset grows into the tens of millions of records. It didn’t know that SAM.gov postings change after publication and need to be pulled fresh each time. It didn’t design the error handling that keeps a 22-hour job running when a government API goes unresponsive at 3 AM.

Those decisions were mine. AI-augmented doesn’t mean unattended. It means the right person directing the right tool at the right problem.

From prototype to daily operations

The overnight run proved the concept. Then we built the production layer: automated daily updates, data cleanup pipelines, and monitoring that alerts us the moment something changes upstream. It’s been running reliably for over a month.

How we use it

Every day we use this platform to find set-aside opportunities matching our qualifications, research who currently holds expiring contracts, compare our pricing against government benchmarks, and track competitor certifications. We’ve already used it to identify and respond to real solicitations.

The result: the same market intelligence capability as firms with dedicated business development teams and six-figure research subscriptions.

Built in a day. Runs every day.