Build and ship · AI engineer
AI engineer for your team.
I design and build AI software that reads your data, completes useful work, and fits the tools your team already uses. I stay involved through deployment, testing, and the edge cases that appear with real users.
Discuss your systemThe situation
Your documents are handled by hand, answers are buried in company files, or a promising assistant cannot safely work with your existing systems. The useful result is a working application, not another isolated demo.
How I work
I start with the data and a narrow success criterion, build the smallest useful path, test it with real examples, then connect it to permissions, approvals, monitoring, and the systems people already use.
What I can deliver
- Document extraction and validation that sends checked records to business systems
- Search and question-answering across company knowledge with source links and access controls
- Customer assistants connected to CRM or operational data, with a clear human handoff
- Evaluation, integration, deployment, and monitoring for an existing AI prototype
A good starting point
- You can identify a process or product that needs to work better.
- You can provide examples of the documents, conversations, or data involved.
- You want a production path with checks and an accountable technical owner.
Relevant work
Examples of the problems I have built around. Each project page explains the constraint, delivery, and result.
Production client system
Knowledge search across 500K+ documents
Source-backed search over more than 500,000 documents
Enterprise client engagement
Enterprise document and form automation
Document handling connected to business systems
Startup MVP
Customer engagement AI assistant
A customer assistant connected to a CRM
Questions buyers ask
What does an AI engineer deliver?
The deliverable depends on your workflow: it may be an internal search tool, a document-processing system, or a customer assistant. The work includes the surrounding software, data access, checks, and deployment needed for people to use it.
Can you work with an existing prototype?
Yes. I can assess what the prototype already proves, identify what fails with real data or users, and build the integrations, evaluations, approvals, and monitoring needed for production.
Do we need to choose a model or framework first?
No. Start with the task, examples of the data, and the decision the software must support. The model and architecture follow from the accuracy, security, cost, and integration requirements.