Past work
Three real builds, reconstructed.
No names. Each one is the same mechanic in a different shape. Scroll to descend through them.
A bench-staffing firm
Bench-sales recruiters win by responding first. Finding a good consultant was never the hard part. Finding the opportunity in time was that. Hours spent scrolling job boards, hoping to catch a posting before three other firms did.
Now the system watches instead. New opportunities get scored against the firm's own hotlist and surfaced fast. A recruiter responds while competitors are still scrolling.
A YouTube creator
Running a channel at scale means the competition moves daily. A video takes off. A format shifts. A rival finds an angle. Catch that a week late and you're making content for a moment that already passed.
Now the system watches the competitive set continuously and flags anything unusual the moment it happens. The decision gets made while the window's still open.
A content team
A team filed a structured report every shift, every day, for months. Nobody had time to read two months of reports for the pattern buried inside. The signal was there. Nobody could find it.
Now a daily digest reads the reports, tags what's trending, and sends the rollup automatically.