How it works
Three layers. One system that knows your organisation.
Vulani is not a chatbot bolted onto a database. It is a layered system where every answer stands on verified data and every interaction adds to what it knows.
Layer 1
Your systems, connected
Vulani plugs into the structured systems you already run: your ledger, your operational databases, your line-of-business applications. It reads them where they live. Nothing is copied out of your environment.
SQL-grounded retrieval against your operational and financial systems of record.
Layer 2
Knowledge and memory
A deep knowledge layer combines embeddings, SQL and retrieval-augmented generation. It holds not just your data but the reasoning behind your decisions, commitments and processes, and it deepens with every interaction.
Embeddings + SQL + RAG, building in-tenant institutional memory.
Layer 3
Conversation, governed
The layer you talk to. Voice or text, three languages, every exchange constrained by that user's ABAC and RBAC permissions, every answer grounded in the layers below and fully logged.
Per-user permission scoping, full audit logging, source tracing on every answer.
The flywheel
Why it compounds
Most tools are exactly as useful on day 300 as they were on day 3. Vulani keeps getting better. Because the reasoning behind every answer is captured into your in-tenant memory, the system's understanding of your organisation deepens with use. That is also why timing matters: the memory an early mover builds is not something a late mover can buy.
- 01
Ask and act
Questions answered, outputs drafted, daily.
- 02
Reasoning captured
The why behind each answer is kept, not lost.
- 03
Memory deepens
In your tenant, about your organisation only.
- 04
Sharper answers
Better context, earlier warnings, less rework.
Ask
Plain-language questions over your data, by voice or text. Vulani translates them into grounded queries against your systems, then answers with sources shown. English, Afrikaans and isiZulu today.
Act
Vulani drafts the recurring outputs: reports, packs, comparisons, history summaries. Everything arrives as a draft for your review. You stay the decision-maker; Vulani does the assembly.