I will build a custom rag chatbot on your knowledge base with AWS bedrock

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Jacob W

About this gig

I don't wire up a chatbot demo. I architect the retrieval system, then build it, so it survives production.


Former CTO and Head of Architecture, 20+ years in software and cloud architecture. I designed and led the LLM integration platform behind a real production AI system: prompt caching, agent orchestration, per-call observability, and real evaluated retrieval tradeoffs (Bedrock Knowledge Bases vs. OpenSearch vs. LangChain-managed retrieval) instead of defaulting to whatever is fastest to demo.


What you get: a RAG chatbot built on YOUR knowledge base (docs, FAQs, wikis, PDFs) using AWS Bedrock and LangChain, retrieval tuned to your content, not a generic wrapper.


Scope: each package covers one knowledge base or use case, deployed into your own AWS account. You provide scoped AWS access, I never ask for root credentials.


Not included: a no-code Custom GPT config, an enterprise multi-agent platform, or Terraform deployment (my IaC is CDK). Message me first if that is what you actually need.


Build uses my AI-augmented engineering workflow, the same one behind my published AI as Co-Architect series. Message me with questions before ordering.

Get to know Jacob W

Jacob W

Head of Architecture

  • FromIsrael
  • Member sinceJun 2026
  • Avg. response time1 hour
  • Languages

    English, Hebrew
20+ years in software engineering and architecture, from developer to CTO. AWS Certified Solutions Architect Associate, specializing in multi-account AWS architecture, CDK infrastructure-as-code, and HIPAA-compliant data lakes. Built GenAI/LLM platforms (LangChain, LangSmith) for enterprise prompt management and observability. Led monolith-to-microservices migrations and managed teams up to 25 across mobile, frontend, backend, plus healthcare data integrations for enterprise partners.

My Portfolio