Artificial Intelligence
Production AI systems require more than models. They require data, indexing, evaluation, monitoring, and real signal integration. I help teams build and deploy AI platforms that solve real business problems.
Who This Is For
This service is ideal for teams that:
- Are building or scaling production AI systems
- Have prototypes that haven’t shipped
- Need help architecting knowledge, search, or assistant systems
- Want to operationalize retrieval-augmented systems
What I Do
AI strategy & readiness
Pragmatic planning around AI systems, models, infrastructure, and data pipelines.
Retrieval-Augmented Generation (RAG) systems
Design and deliver RAG platforms with solid indexing, context, and response quality.
Knowledge and document intelligence
Turn internal or public content into searchable, structured, and actionable knowledge layers.
AI assistants & copilots
Build AI agents that help teams and users do real work—not just chat.
Evaluation & monitoring
Define success metrics, set up experimentation, error tracking, and continuous evaluation.
Typical Engagement Flow
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Discovery & problem framing
Understand goals, existing systems, pain points, and success criteria. -
Assessment & blueprint
Evaluate data, signals, integration points, and tech options. Produce a clear blueprint. -
Delivery & implementation support
Hands-on delivery or collaborative execution with engineering teams. -
Testing, evaluation & iteration
Measure results, refine indexing and retrieval, and tighten models for production quality.
Outcomes Clients Get
- AI systems aligned with real user needs
- Production-ready pipelines and platforms
- Knowledge layers that actually surface value
- Clear measurement and continuous improvement
Example Focus Areas
- Enterprise knowledge and Q&A systems
- AI copilots for internal workflows
- RAG platforms over diverse data sources
- Contextual assistants with real-time signal integration
Ready to Build Intelligent Systems?
If you’re serious about moving past prototypes and building production AI platforms, let’s talk.