Four patterns that come up again and again — and what each one is genuinely good at.
These are the shapes most problems turn out to be. Yours may be a combination.
AI agents that resolve routine customer requests end to end, escalate the rest with context, and log every interaction into your existing systems.
Connecting the CRM, ERP, email and operational systems you already pay for, so records stay in sync and nobody retypes data between them.
Internal apps, dashboards and assistants built around how your business actually works, instead of bending your process to fit a generic product.
Retrieval-augmented generation over your own contracts, manuals, policies and records — answers grounded in your material, with citations back to the source.
Thirty minutes is usually enough to tell you which of these it is, and whether it is worth building.