Custom AI-Enabled Solutions
Artificial intelligence has moved from research labs into everyday business operations. But the gap between what AI can do in a demo and what it can do reliably in a production environment is still significant. I help organizations bridge that gap by building AI-enabled solutions that are practical, secure, and grounded in actual business needs — not hype.
What I Deliver
- AI integration consulting — Honest assessments of where AI can and cannot add value to your specific workflows, with clear recommendations.
- Custom AI application development — Applications that incorporate large language models (LLMs), computer vision, natural language processing, or other AI capabilities into your existing systems.
- Retrieval-augmented generation (RAG) systems — Solutions that ground AI responses in your own data, reducing hallucinations and improving accuracy.
- Workflow automation with AI — Intelligent automation that handles document processing, classification, summarization, and other tasks that previously required manual effort.
- AI security and governance — Implementations designed with data privacy, access control, and audit trails built in from the start.
- Training and knowledge transfer — I make sure your team understands how the systems work, how to maintain them, and how to evaluate their outputs critically.
My Approach
I am enthusiastic about AI but not uncritical. Not every problem needs an AI solution, and applying AI where a simpler approach would work is a waste of resources and often introduces new risks. I start by identifying the actual problem, then evaluate whether AI is the right tool — and if so, which approach makes the most sense.
When I do build AI-enabled solutions, I design them with several principles in mind: data privacy (your data stays yours), transparency (you can understand how decisions are being made), reliability (the system degrades gracefully when the AI is uncertain), and human oversight (a person is always in the loop for consequential decisions).
I work with a range of AI technologies and providers, selecting based on your requirements for cost, performance, data handling, and regulatory compliance. I am not tied to any single platform or vendor.
Who This Is For
This service is a good fit if you are exploring how AI might improve your operations but are not sure where to start, if you have tried off-the-shelf AI tools and found them inadequate for your needs, or if you need an independent assessment of an AI project before committing significant resources.
Get in touch to discuss your project.