Real-world example ยท Knowledge and follow-ups
Making more than 1,300 documents useful in daily operations
Our internal knowledge system connects discoverable company knowledge with context from projects, client conversations, and tasks.
The Challenge
Why Manual Processes Reached Their Limit
Important agreements and knowledge are spread across documents, tasks, CRM entries, and meeting notes โ often over years.
- Knowledge should not disappear when employees leave the company.
- New colleagues should be able to access existing experience.
- Older agreements must remain findable when client questions arise.
Engineering & Solution
Architecture & Implementation in Detail
Documents remain maintained in a human-readable knowledge base and are additionally prepared so that connections can be found without an exact keyword match.
Maintain knowledge
Documents remain understandable for the team in Markdown or Obsidian.
Make content discoverable
Content is divided into smaller units and made semantically discoverable.
Connect context
Tasks, CRM data, and meeting summaries can be included.
Support follow-ups
Project teams are alerted to required follow-ups and existing agreements.
Impact & ROI
Verified Metrics Instead of Vague Claims
Knowledge remains usable as the team, projects, and client history evolve.
- More than 1,300 documents are integrated into the internal knowledge system.
- Questions about clients can be answered from different internal sources.
- Team members receive context on projects and required follow-ups.
Before Implementation
- Knowledge is spread across separate systems
- Older agreements are difficult to find again
With HosonoAI System
- A shared, human-readable knowledge base
- Connections from documents and work context can be used
YouTube & AI knowledge
Real Systems & Workflows Explained on Video
Watch English-language tutorials on AI systems and automation โ from real projects and practical use cases.
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AI Hallucinations? Stop Them With Grounded Search
HosonoAI Connector: Create & Filter Custom Tags
HosonoAI Connector: Full Feature Overview
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