Why Sleeve
The platform for fixing knowledge management at scale
You should not have to beg for context
We have all been there. You open ten tabs and still cannot find the right doc. The README is stale. The wiki is missing. The Confluence page is three versions behind.
Work gets blocked because knowledge is scattered and not versioned.
Internal tools exist, but they are siloed and not discoverable, so teams rebuild the same thing twice.
And agents cannot tap someone on the shoulder when the link is broken.
The problem isn't search—it's that the underlying platform and organization structure prevents knowledge from being findable and discoverable in the first place.
The Three Fundamental Failures
Platform Fragmentation
Knowledge lives in scattered, disconnected platforms that don't talk to each other
Organizational Silos
Teams rebuild the same functionality because they don't know it already exists
Context Loss
Traditional platforms don't understand what you're actually trying to accomplish
Platform Fragmentation
Organizational Silos
Internal tools and processes exist, but they're not discoverable across teams
Teams rebuild the same functionality because they don't know it already exists
New team members struggle to find existing solutions and best practices
Cross-team collaboration suffers from lack of visibility into each other's work
Context Loss
Traditional platforms don't understand context. Keyword searches return everything, relevant or not. Developers can ask people (although painful), but AI agents cannot tap someone on the shoulder when the link is broken.
The Sleeve Solution
Sleeve rebuilds the infrastructure for how internal context is surfaced and maintained at companies.
Unified Context Infrastructure
Context Aggregation
Bring together scattered knowledge from GitHub, Confluence, Notion, GitBook, and internal wikis into a single, coherent context layer
Semantic Understanding
AI-powered infrastructure that understands the meaning and relationships between your organization's knowledge
Always Current Context
Keep documentation context synchronized with code through pull request workflows
Bring content from existing platforms into your unified context infrastructure
Every piece of context has full version history and change tracking
Context for Humans and AI
The Sleeve Approach
Findability Over Organization
Instead of forcing teams to organize documentation perfectly, Sleeve focuses on making everything findable:
"how do I deploy the api"- API deployment guide (Engineering team)
- Production deployment checklist (DevOps team)
- Rollback procedures (Platform team)Discoverability Over Silos
Sleeve breaks down information silos:
Public Spaces
Make internal tools discoverable across the organization
Team Access Control
Keep sensitive information private while enabling discovery
Usability Over Complexity
Sleeve prioritizes usability for both humans and AI with modern MDX editor, built-in MCP server, and developer-friendly workflows that match existing practices.
The Result
With Sleeve, your organization gets:
Unified Context Layer
All documentation sources unified in a single, coherent context infrastructure
Always Current Context
Context that stays synchronized through intelligent infrastructure
Context for Humans and AI
Maximum productivity for both people and AI agents through shared context
Discoverable Internal Tools
Prevent duplicate efforts through cross-team context visibility
The Manifesto
Sleeve doesn't replace your existing tools—it rebuilds the infrastructure for how internal context is surfaced and maintained by bringing them together in a unified context layer.
We believe that knowledge should be:
- Findable without begging for context
- Discoverable across organizational boundaries
- Usable by both humans and AI
- Always current through intelligent syncing
- Context-aware in its understanding
Ready to solve these problems for your organization? Start with our Quick Start Guide to set up your first workspace and begin transforming how your team manages knowledge.