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Knowledge Links AI

RAG application that turns scattered knowledge into reliable answers: ingests docs, chunks and embeds to a vector store, performs hybrid retrieval with reranking, and assembles responses with grounded citations. Includes feedback + evaluation loop, role-based access, and observability for latency, cost, and quality.

https://demo.knowledgelinks.ai/

What we built

RAG application that turns scattered knowledge into reliable answers: ingests docs, chunks and embeds to a vector store, performs hybrid retrieval with reranking, and assembles responses with grounded citations. Includes feedback + evaluation loop, role-based access, and observability for latency, cost, and quality.

Outcome

Secure delivery with observability and user-centric UX. Reach out for a deeper case study deck.

Tech stack

React
React
Next.js
Next.js
Tailwind
Tailwind
TypeScript
TypeScript
tRPC
tRPC
OpenAI
OpenAI
Anthropic
Anthropic
Qdrant
Qdrant
AWS RDS
AWS RDS
S3
S3
SES
SES
EC2
EC2
Node.js
Node.js
Ex
Express
PostgreSQL
PostgreSQL
Prisma
Prisma
Redux
Redux
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