Case study · Financial services · Operations
A national lending companyA chief of staff for every employee, not just the CEO.
Everyone at the company kept the same context in their head: who owns what, where a file is in the process, what happens next. We built an AI chief of staff that reads the company's own context, suggests the next step on any task, and answers whatever an employee needs to ask, so nobody has to interrupt three people to move one thing forward.
The problem
Getting anything done meant knowing who to ask. New hires spent weeks learning where things lived; veterans became bottlenecks because the process only existed in their heads.
What's the next step on this file, and who has to sign off?
The knowledge to run the business was real, but it was trapped in people's heads and scattered across systems. Exactly the kind of context an AI should hold for everyone at once.
What we shipped
An AI chief of staff wired into the company's own context and processes.
Reads company context
Pulls policies, process, and the state of active work into one place the agent can reason over.
Suggests the next step
For any task, it proposes what happens next and who has to move, grounded in how the company actually operates.
Answers employee questions
Anyone can ask how a process works or where something stands and get a straight answer, without pinging three colleagues.
Outcomes
What changed after the rollout.
Less tribal knowledge
The process no longer lives only in a few people's heads. New hires ramp faster and veterans stop being human lookup tables.
Work keeps moving
Employees get the next step and the answer in the moment, so tasks advance instead of stalling in someone's inbox.