Services

AI engineering, delivered to production

I work across the full lifecycle: framing the problem, designing the AI approach, building the system, proving it with evaluation, and running it under monitoring and guardrails.

01

Generative AI Development

Build LLM-powered applications and enterprise AI solutions — from prompt architecture and structured outputs to streaming interfaces and cost control.

  • LLM application design
  • Structured output & function calling
  • Streaming UX
  • Cost & token governance

02

RAG Development

Design reliable knowledge retrieval systems using embeddings, vector databases and semantic search, with grounding you can verify.

  • Chunking strategy
  • Hybrid retrieval
  • Reranking
  • Citation & grounding checks

03

Agentic AI

Build AI agents capable of reasoning, planning, tool usage and workflow execution — with validators between the agent and any real action.

  • Planner / executor design
  • Typed tool registries
  • Validation gates
  • Execution tracing

04

Machine Learning

Develop predictive models for classification, forecasting, anomaly detection and recommendations, delivered as maintainable services.

  • Feature pipelines
  • Model training & tuning
  • Calibration & explainability
  • Retraining strategy

05

AI API Development

Build scalable AI services using Python, FastAPI and REST APIs, designed for concurrency, streaming and predictable latency.

  • FastAPI services
  • Async & streaming
  • Caching layers
  • Contract-first APIs

06

Enterprise AI Integration

Integrate AI solutions with enterprise applications, APIs, data platforms and cloud services without bypassing existing governance.

  • CRM & marketing platforms
  • Data platform integration
  • Cloud deployment
  • Security & access scoping

07

AI Evaluation & Guardrails

Implement evaluation frameworks, monitoring, validation and responsible AI controls so quality is measured rather than assumed.

  • Golden datasets
  • Automated eval harnesses
  • Guardrails & redaction
  • Production monitoring

Not sure which of these you need?

Describe the problem and the systems involved. I'll map it to the right approach — or tell you if AI isn't the answer.

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