The Method
A reference architecture isn't just technology. It's services that work as a system. The companies actually shipping AI today have built capability across five connected domains. Most failed pilots ignored at least three of them.
Treat AI as a complete system, not a model in isolation. Every stage either makes the next one easier or harder. Skip a stage and the system breaks — usually somewhere it's hard to see until it's expensive.
Sources, quality, governance
Models, prompts, retrieval
Rules, workflows, guardrails
Apps, automation, integration
Monitoring, learning, improvement
A model is built and demoed (Intelligence), but no one closed the loop on data quality (Data), so it works on the demo set and degrades in production. There's no integration into the workflow (Action), so users don't adopt it. There's no monitoring (Feedback), so when accuracy drifts, no one notices for months.
Data flows through governed pipelines into a model that returns a structured decision. The decision triggers an action inside the system the team already uses. Outcomes are logged and fed back into evaluation. The system gets measurably better over time, not worse.
Before designing an AI architecture, score readiness across five domains. The scores tell you where to start, what to fix first, and which use cases are realistic right now versus which need foundational work.
Is the data usable, available, structured, and governed?
Can current tools support APIs, automation, and integration?
Are business problems measurable and worth solving?
Are stakeholders, owners, and adoption paths clear?
Are privacy, safety, explainability, and controls defined?
Every engagement follows the same sequence. The depth varies by tier. The order doesn't.
Stakeholder interviews, system review, data inventory, risk scan.
Rank opportunities by impact, feasibility, risk, and time-to-value.
Design data flow, AI services, integrations, monitoring, and governance.
Milestones, implementation options, budget bands, and next-step proposal.
The free AI Readiness Assessment runs the five-domain scorecard against your situation and produces a personalized report. About 8 minutes. No sales call attached.