How we work
Four phases. Every one produces artifacts you own.
Discovery & Scoping
Focused technical session to understand your IS landscape, business drivers, data topology, and regulatory constraints. We assess feasibility against your actual stack — not an idealized version of it.
Architecture & Design
Full system design: agent topology, orchestration patterns, MCP tool schemas, A2A coordination, memory strategy, security boundaries. Documented in C4 with ADRs for every non-trivial decision. Reviewed with your architecture team before a single line of code.
Proof-of-Concept
Scoped implementation on a representative slice of the problem. Instrumented with observability from day one — we measure latency, cost per invocation, output quality, and failure modes. Data-driven go/no-go, not opinion-driven.
Production & Transfer
Full implementation, hardened for production: error handling, retry logic, graceful degradation, monitoring, alerting. CI/CD with agent-specific test harnesses. Complete knowledge transfer — your team operates this, not us.
Non-negotiable prerequisites
We are selective about engagements because failed projects help no one.
Executive sponsor with authority
A named decision-maker who can validate architectural directions, resolve cross-team dependencies, and allocate resources without committee cycles.
Committed budget
An approved budget proportional to the ambition. We will tell you if your budget and your goals are misaligned — before we start, not after.
Available technical counterparts
Business SMEs and technical leads accessible for design workshops, integration coordination, and iterative validation. We build with your team, not around them.
Data and system access
Authenticated access to relevant systems and representative data — staging or production. Agents that cannot reach your systems during development will not work in production.