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What AI can actually do, and where we apply it.

Capability deep-dives: agents that act safely, reliable document processing, classification and triage, audit-ready systems. The idea, not the client.

8 pieces

Use cases

From CWD to AAA: why we build an architecture, not a chatbot

8 minA customer writes in once, mid-story — one message carrying five jobs at once. A single bot flattens it; a pile of bots hands them around. Neither is what a colleague does.

Klarna went all-AI, then walked it back

One relationship, many specialists

Agents that act, not just answer — safely

CRM is a special case of a larger pattern

From a vague message to the right structured action

Layered intelligence: when conversational AI meets background AI

Making AI reliable on real, messy documents