AI Integration
Too many AI integrations burn through API tokens with little to show for it. I build infrastructure instead: the kind that connects your data to the tools your team actually uses, with controls that keep costs predictable and results measurable.
Your team's data lives in databases, behind dashboards, inside systems that only a few people know how to query. What if they could ask plain questions and get answers from your own business data, with the same permissions your system already enforces?
Your Data Is Valuable. But It's Locked Away.
Your business runs on data. I help you make it accessible: to AI assistants, to your team's everyday tools, and to the platforms that drive your workflow. On your terms, with guard rails built in.
- Only a few people know how to query it
- The tools your team uses every day can't reach it
- Reports take days instead of seconds
- Every team has their own copy of the truth
What I Build
Every engagement looks different. Here's the kind of work I do.
MCP Servers
Authenticated servers that let AI assistants, CRMs, and other platforms query your business data directly, with the same permissions your system already enforces.
AI-Powered Features
Intelligent capabilities built into your existing applications (analysis, content generation, smart search) without replacing what already works.
Autonomous Agents
Workflows that run without hand-holding: multi-step processes that gather data, make decisions, and take action on behalf of your team. Critical actions always require human approval; every step is logged.
AI-Assisted Development
Help your engineering team work more effectively with AI coding tools: setup, custom context, workflow patterns, and hands-on training to get real productivity gains.
Built With Guard Rails
AI that your team can trust. Every system I build includes safeguards so automation stays predictable and accountable.
Users only access what their role allows, following the same rules your system already enforces.
Rate limiting and token budgets so AI features stay cost-effective, not runaway expenses.
Every query, every action, every decision logged, so you always know what happened and why.
Critical actions require approval. AI proposes, your team disposes.
AI features run against your infrastructure, under your permissions. Your data is never used to train anyone's models. Where a third-party AI provider is involved, you'll know exactly what it can see and why, in writing, before anything is built.
Answer to a regulator? I've worked under compliance constraints before, and everything above adapts to your specific requirements. It's all documented, logged, and disclosed in writing, so when a compliance questionnaire lands on your desk, you have answers instead of a scramble.
How It Works
Discovery
We talk through your data, your systems, and what you want AI to help with.
Assess & Recommend
I evaluate what's possible, recommend the right approach, and scope the work.
Build & Deliver
I build it, integrate it with your systems, and make sure your team knows how to use it.