The challenge
Field teams were losing time hunting for documents and scripts across scattered folders. A customer answer could take fifteen minutes instead of one.
Back to work
Tzitzuim
Internal content platform with an AI assistant for sales & ops teams.
An internal system unifying a content repository, task management and an AI assistant for field teams. Turns minute-long lookups into second-long answers.
- Role
- Product · Architecture · Engineering · UX
- Year
- 2026
- Status
- In active development
WebAICMS
The approach
We built an internal CMS with embeddings-based semantic search and a chat interface that returns direct source citations. Everything behind the organisation's SSO.
- Embeddings + vector search
- Chat assistant with source citations
- Document-level permissions
- Full audit logs for QA
Outcome (early pilot)
The internal pilot cut average lookup time by roughly 85% and lifted support-team satisfaction.
-85%
avg lookup time
3s
AI response time
AA
internal a11y
Stack
- TanStack Start
- Supabase
- pgvector
- Gemini / GPT
- Tailwind
Want something similar?
If your team spends too long searching, there's a solution here.