What I do, and how I do it.
Five services. Zero engagement without upfront ROI definition.
AI Architecture Framework
Operating framework to design, industrialize and govern production AI systems.
Strategy & Scoping
Executive scoping, ROI prioritization, roadmap.
Data & Infrastructure
Resilient pipelines, storage, ingestion and quality.
Model & Orchestration
Model selection, training, updates and orchestration.
Deployment & Observability
CI/CD, monitoring, alerting, retraining triggers.
Governance & Security
Access control, traceability, compliance, risk review.
Trust signals
Method, governance and delivery discipline, no marketing claims.
Delivery discipline
Every engagement starts with structured framing: objectives, constraints, risks and acceptance criteria. Architecture is documented (ADRs, threat model, standards). Operations include observability, incident management and systematic post-mortems.
Security & governance
Least-privilege access (RBAC), audit trails and data classification at every layer. Integrated LLM safety: prompt evaluation, lightweight red teaming. GDPR compliance by design where applicable.
Artifacts (on request)
On request: Statement of Work and delivery plan, architecture diagram and runbook, risk register and DPIA checklist, FinOps cost model and capacity assumptions.
Documents and examples available on request.
Engagement models
Three formats to scope, design, and drive a production AI system.
Why me
How I work
Discovery
Understanding context and objectives.
Design
Architecture proposal and action plan.
Implementation
Incremental and iterative delivery.
Handover
Team enablement and documentation.