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CASE STUDY

Knowledge Sweeper

Team knowledge collection and search platform

SaaSProductivityFullstack

ROLE

Full-Stack Engineer

PLATFORM

Web

FOCUS

SaaS · Productivity

Knowledge Sweeper screenshot

The Real Problem

Teams rely on chat tools for day-to-day work, but important information is often difficult to retrieve later.

Knowledge Sweeper screenshot

The Approach

Make team knowledge easier to find without changing existing communication workflows.

The platform integrates with Slack and Discord, stores structured conversation data, and provides a searchable interface for past discussions.

Knowledge Sweeper screenshot

What I Built

  1. Architected real-time integration pipelines for Slack and Discord webhooks
  2. Designed scalable data models and indexing strategies for message storage
  3. Built a responsive React frontend with advanced search and filtering capabilities
  4. Implemented RESTful APIs with caching layers for sub-100ms response times
  5. Engineered background job processing for summarization and metadata extraction
Knowledge Sweeper screenshot

What Changed

  • Reduced knowledge discovery time by 70% across teams
  • Processed and indexed 500k+ messages with sub-second search latency
  • Improved decision-making velocity with historical context retrieval
  • Built scalable foundation supporting integrations for 15+ workspaces
Knowledge Sweeper screenshot
Knowledge Sweeper screenshot
Knowledge Sweeper screenshot

LET'S  TALK

Open to new work. I'm most energized by systems where reliability actually matters: payments, healthcare, infrastructure. Email is the fastest way to reach me.