Michael Gwilt builds production AI solutions that move product and operations forward.
I build production AI solutions that move product and operations forward, partnering with ambitious teams to design, deploy, and scale systems that create real business value. That includes AI strategy through hands-on implementation of RAG, automation, and evaluation.
Product-Ready Embeddings on the Edge
Build a browser-only embeddings lab that teaches tokenization, logits, embeddings, and vector search with Transformers.js.
Building an AG-UI Compliant Frontend
A practical, interactive walkthrough for rendering AG-UI event streams in a real-world frontend.
SAM 3D Body: Video-Driven Mocap Experiments
Testing SAM 3D Body on video to extract joints and mesh, and what it means for video-to-mocap workflows in Unreal Engine.
View all postsServices
AI consulting services built for real teams.
Practical, senior-level support for companies that want to ship trustworthy AI products and workflows, not just experiments.
- Executive workshops
- Opportunity discovery
- Risk & compliance review
- Agent + tool design
- UX for AI
- Human-in-the-loop
- Data ingestion
- Chunking strategy
- Evaluation harness
- Workflow orchestration
- Tool integrations
- Guardrails
- Test suites
- Red-teaming
- Safety monitoring
- Team playbooks
- Prompting standards
- Operational handoff
Process
A clear roadmap from idea to impact.
Each engagement is tailored, but the flow stays consistent so teams know what to expect and can move fast.
Discuss your roadmapOutcomes
What teams gain from AI consulting.
The goal is simple: reliable AI systems that unlock measurable improvements across product, support, and operations.
AI Insights
A practical playbook for AI execution.
I help teams avoid common pitfalls with real-world guidance on model selection, data readiness, evaluation, and change management.
- AI opportunity scoring framework
- RAG system architecture with clear guardrails
- Evaluation checklists for accuracy, latency, and safety
- Adoption plan for teams and leadership
What kinds of AI solutions do you build?
AI copilots, retrieval-augmented knowledge systems, workflow automation, and decision support tools for product, support, and operations teams.
Do you work with existing data infrastructure?
Yes. I integrate with modern data stacks, CRMs, and internal tooling to ensure AI systems can run in production without heavy rewrites.
How do you evaluate AI quality?
I implement evaluation harnesses, human review loops, and performance monitoring so you can track accuracy, drift, and safety.
Can you help my team upskill?
Absolutely. Workshops, documentation, and operational playbooks are part of every engagement so teams can own the solution.
Contact
Let's build your AI roadmap.
The fastest way to reach me is LinkedIn. Send a note about your team, the workflows you want to improve, and the outcomes you need.
LinkedIn: linkedin.com/in/mgwilt
Based in the United States — working globally
Include your goals, timelines, and any relevant context.
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