AI product integration
LLM-powered product features, assistants, document processing, semantic search, retrieval-augmented generation (RAG), and structured model outputs.
AI & cloud consulting
AI Integration & Cloud Infrastructure Consulting
Turn AI and cloud technology into dependable business systems. I help teams identify useful AI opportunities, integrate models with their own data and workflows, and design cloud infrastructure that is secure, observable, maintainable, and appropriately sized.
What you get
Useful outcomes, not technology for its own sake
- A feasibility assessment before committing to a large build
- Architecture aligned with your security, cost, and reliability needs
- Production-ready integrations instead of isolated demos
- Clear ownership, deployment documentation, and knowledge transfer
Capabilities
How Jackie Ye can help
AI workflow automation
Automate repetitive research, classification, content, support, and operations workflows with human review and measurable safeguards.
AWS & cloud architecture
Cloud architecture reviews, AWS migrations, containerized services, networking, load balancing, storage, deployment strategies, and cost-conscious scaling.
DevOps, reliability & performance
Docker, CI/CD pipelines, observability, incident readiness, application performance, infrastructure modernization, and reduction of operational risk.
FAQ
Common questions
How do I know whether AI is a good fit for my project?+
The free consultation starts with the business problem, available data, accuracy requirements, privacy constraints, and expected value. If conventional automation is a better fit than AI, I will say so.
Can you connect an AI model to our private data?+
Yes. Depending on the use case, that may involve retrieval-augmented generation, controlled tool access, document pipelines, or conventional search and APIs, with privacy and access boundaries designed into the system.
Do you provide one-time cloud architecture reviews?+
Yes. Engagements can be a focused architecture or infrastructure review, a migration plan, implementation work, or ongoing technical support.
Start with a free consultation and estimate
Tell me what you are building, changing, or trying to fix. I will reply with practical next steps and, when there is a fit, a written scope, timeline, and cost estimate.
Discuss your project