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 workflow review
  • Catalog intelligence and cleanup
  • Support and returns automation
  • Commerce analytics and retention loops

Guide section

Regulated-adjacent workflow quality

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

  • Compliance-quality scope matrices
  • Provider handoff packets
  • Launch gates and evidence binders
  • 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 workflow finder
  • Human review maps
  • Document and knowledge assistants
  • Staff-augmented agents

Guide section

Legacy systems and local AI

Older tools and privacy-sensitive workflows 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 proof.

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

Folium operating standard

Proof should move like machinery, but feel human to operate.

Every Folium path points back to the same discipline: protect the business, make the work visible, give people control, and move only when the evidence is strong enough to carry the next decision.

  1. 01 Understand

    Translate pressure into one workflow the team can explain.

  2. 02 Prove

    Make the future visible before private data or dependency.

  3. 03 Control

    Define owners, permissions, runtime, evidence, and rollback.

  4. 04 Operate

    Improve the system after launch instead of leaving a fragile demo.