AI in LedgerFlow isn't a bolted-on chatbot. Flo reads your ledger through governed tools, every operator page carries its own context, your documentation answers questions directly, and document intelligence turns KYC paperwork into structured data — all behind the same permissions and audit trail as everything else.
Flo is a conversational assistant built into the operator console. Ask a question in plain language and Flo calls real, read-only tools against your ledger to answer it — then shows its working.
Flo tells you exactly what it's doing — the chat sidebar shows a different status for each kind of work:
A retrieval-augmented knowledge layer lets Flo — and connected coding agents — answer product questions from LedgerFlow's own documentation, not from guesswork.
pgvector and queried by meaning, so a question finds the right passage even when the wording doesn't match.Beyond the ledger, Flo can reach operational tools through the internal MCP server — so an operator asks, in natural language, the questions they'd otherwise jump between three dashboards to answer.
Every operator page carries its own embedded context and a tailored set of prompts, so the assistant is always relevant to what's in front of you — no copy-pasting screens into a chatbot.
KYC means documents — IDs, proofs of address, registration papers. LedgerFlow pairs Docling document extraction with an LLM to read them, so onboarding isn't a manual retyping exercise.
The AI layer isn't a fifth pillar — it amplifies the four you already have.