I will design your ai saas architecture with AWS and llm integration

Bad architecture doesn't show up in month one. It shows up in month eight, as a rewrite.

I design and build AI-powered SaaS platforms on AWS, most recently a procurement/RFP product handling document ingestion, retrieval and LLM-generated output at production scale. I own the infrastructure, so the designs I hand over are ones I'd deploy myself.

What you get:

• A clear architecture diagram plus the reasoning behind each choice
• - A stack recommendation matched to your team's actual skills and budget
• - Data model and API contracts your devs can implement immediately
• - RAG/LLM pipeline design: chunking, embeddings, retrieval, evals, fallbacks
• - Auth, tenancy and security plan built in from the start
• - A monthly cost estimate at your expected scale, before you commit

Good fit for founders with a validated idea and a small dev team, or teams whose prototype is buckling under real users.

Tell me what you're building and your current stack. I'll flag the biggest risk before you order.