An operating system for how a firm actually runs.

A firm's operations ran on memory, email, and manual triage. How the work actually got done lived in habits and a few people's heads; nothing was a system of record, and the cost showed up as dropped threads, rework, and a business that couldn't scale without its founder's constant attention. The volume was real — but the judgment about what mattered lived with the founder, and the business could only grow as fast as that judgment could be personally applied.

• Intake and classification over the firm's real channels — raw inbound becomes structured, actionable work
• A tiered intelligence engine — deterministic rules handle the predictable bulk, a local model handles the next layer privately and cheaply, and only genuinely ambiguous cases escalate to a foundation model over API; each item is handled by the cheapest capable tier
• Finance and reconciliation folded into the same system — the model extracts, classifies, and matches; a person approves
• One governed operating surface where the entire operation is visible, every automated action is transparent, and the decisions that matter remain with people

The firm runs on it daily. Most work never leaves the deterministic or local tiers, while foundation models are used only where ambiguity genuinely requires them. The system absorbs operational volume; people retain responsibility for judgment. What was once dependent on memory, habits, and founder attention is now an explicit, governed operating system the business owns, examines, and improves.