Folium Systems

AI systems for real operations

Industry Playbooks

AI playbooks for the work your business actually does.

Industry playbooks help buyers see how AI applies to their own operating reality instead of a generic tool demo.

Guide section

Digital commerce and pure online sales

Commerce AI should connect to catalog quality, product discovery, order context, support, returns, retention, analytics, and platform integration.

  • Shopify and BigCommerce process review
  • Catalog intelligence and cleanup
  • Support and returns automation
  • Commerce analytics and retention loops

Guide section

Regulated-adjacent process quality

Payments, credit, customer data, provider processes, and AI-assisted decisions need scope, owners, boundaries, records, and review paths.

  • Compliance-quality scope matrices
  • Provider handoff packets
  • Launch reviews and review files
  • No-legal-advice and no-financial-advice boundaries

Guide section

Operations-heavy service businesses

Service businesses can use AI to improve intake, scheduling, knowledge lookup, customer updates, back-office review, and staff capacity.

  • First process finder
  • Human review maps
  • Document and knowledge assistants
  • Staff-augmented agents

Guide section

Legacy systems and local AI

Older tools and privacy-sensitive processes can still move forward with bridges, private endpoints, local models, and staged modernization.

  • Legacy-to-modern integration
  • Local and hybrid model placement
  • RAG and memory deployment
  • Rollback and continuity planning

Start here

Turn the guide into a first reviewable build.

The best next step is a narrow process, visible records, and a plan your team can explain.

  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.