A chatbot answers questions. An agentic system plans multi-step tasks, calls tools and APIs, makes decisions within guardrails you define, and completes real work — with human checkpoints where you need them.

Discovery and architecture typically run 2-4 weeks. Initial production deployments range from 8-16 weeks depending on scope, followed by iterative expansion. We scope every engagement around a measurable first milestone.

Yes. We integrate with your existing cloud provider, data platforms, and internal systems rather than forcing a rebuild. Our teams are fluent across AWS, Azure, GCP, and most major enterprise platforms.

Every AI system we ship includes evaluation benchmarks, guardrails, human-in-the-loop controls where appropriate, and monitoring for drift and misuse — aligned to your internal risk and compliance requirements.

Engagements are scoped around outcomes, typically structured as fixed-scope projects or dedicated team models. We'll recommend the right structure after an initial discovery call.