How AI agents learn from company workflows
Agents need to see real work, step by step, before they can do it.
AI agents are systems meant to complete tasks, not just answer questions. Filing a ticket, reconciling an invoice, or updating a project plan all require a sequence of decisions.
Why examples matter
An agent learns what good work looks like by studying records of people doing it. A support thread shows how a problem gets diagnosed. A project board shows how a task moves from idea to done. Without those examples, agents guess.
Why company records fit
Operating companies produce exactly this kind of record every day. Documents, messages, tickets and finance files capture the steps, the handoffs and the outcomes.
That is why AI labs now license records from operating companies, and why Sakuya's average deal size is between $250K and $1M.
Our average deal size is between $250K and $1M. Find out what your records are worth in a few quick questions.
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