aqmhub

AI & Software Consulting by Mike

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Services

AI integration and software engineering

I work across the stack — from AI feature development and RAG systems to web applications and API design. Here's where I tend to create the most value.

AI Feature Development

You want to add AI to your product — a copilot, a workflow automation, a smart assistant. I design the integration, connect it to your existing systems and APIs, and build it to production standards.

What you get

A working feature your team can maintain, with clear documentation and a rollout plan.

RAG and Knowledge Systems

You need AI that searches, summarizes, or answers questions from your own data. I build the retrieval pipeline using your existing data sources, evaluate quality, and make sure it holds up as data changes.

What you get

A reliable retrieval system with quality benchmarks and alerting — not just a pipeline that works on day one.

Web & Product Engineering

You need a new web application, an API, or a product feature built properly. I design the data model, build the backend and frontend, and make sure the result is maintainable — not just functional.

What you get

A robust, well-documented feature or application your team can extend without fear.

Architecture & Readiness Review

Your project is running but something feels fragile — whether that's an AI integration, an API, or the overall system design. I review what you have, identify the real risks, and give you a concrete plan.

What you get

A written assessment with prioritized recommendations — not a sales pitch for more work.

Delivery Rescue

You're weeks into a build and it's not going well. Scope has crept, stakeholder confidence is down, or the architecture took a wrong turn.

What you get

An honest assessment of what's salvageable, a reset plan, and hands-on help to execute it.

Ongoing Technical Advisor

You don't need full-time help, but you want a senior engineer available to review decisions, unblock the team, and catch problems before they compound.

What you get

A set number of hours per month, direct access, and fast turnaround on questions.

Typical engagements run 4–12 weeks. Async-first by default. Not sure which fits? Let's talk →

Ready to talk?

If you're dealing with a specific problem — or you're not sure yet whether what you're building is going to hold up — I'm happy to spend 30 minutes on a call to find out.

No sales process. Just a conversation.