The constraint
The workflow before.
Browser-bound research was slow, stateful, rate-limited, and difficult to operate safely at portfolio scale.
Reliable browser automation
A session-isolated toolkit for collecting and validating structured research data across large stock lists.
The constraint
Browser-bound research was slow, stateful, rate-limited, and difficult to operate safely at portfolio scale.
The system
Typed extraction, session isolation, rate control, and cloud-ready storage for repeatable research operations.
Operational impact