Folium Systems

AI systems for real operations

Source-grounded RAG

Private Knowledge Assistant

Business documents, policies, and operating notes can become controlled retrieval systems with citation expectations and update rules.

Review shape

The story is useful because the work leaves something people can inspect.

Signal 01

Source inventory that identifies documents, owners, update cadence, sensitivity, and retirement rules.

Signal 02

Chunk and citation map that makes retrieval structure visible before a private assistant is trusted.

Signal 03

Source-truth readiness score that shows whether the knowledge base is accurate, governed, and useful enough.

Signal 04

Answer-quality checks for grounding, omissions, stale sources, refusal behavior, and escalation needs.

Review question

What was built

The visible screens, process states, buyer-facing explanation layer, and records that make the future process easy to review.

Review question

What stayed sandboxed

The customer data, credentials, provider APIs, regulated actions, and production dependencies that stayed safely outside the sandbox.

Review question

What production would require

The data plan, security review, integrations, owners, launch requirements, support rhythm, and rollback path needed before real use.

Start here

Make the result inspectable.

Folium review stories are designed to show capability and boundaries together, so the next step can be chosen with confidence.

  1. 01 Scope
  2. 02 Build
  3. 03 Prove
  4. 04 Operate

Folium operating standard

The work should feel built, controlled, and human enough to trust.

Every Folium path points back to the same discipline: make the work visible, build the right surface, protect the business, keep people in control, and move only when the record is strong enough to carry the next decision.

  1. 01 Understand

    Translate business pressure into a workflow, role, data, and decision path people can explain.

  2. 02 Build

    Create the app, portal, dashboard, agent route, data process, or demo room the work actually needs.

  3. 03 Control

    Define owners, permissions, runtime, records, provider gates, support paths, and rollback.

  4. 04 Operate

    Improve the capability after launch instead of leaving a fragile one-time demo.