Data flows as the operating layer
Map services across people, AI systems, applications, data, controls, and approval boundaries.
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Liquid Learn
The operating layer for organizations managing AI-enabled service delivery. Map how work moves, prove who owns each step, and connect governance to the way services actually run.
20 questionsInstant maturity scoreStored in Supabase
Application intake
AI risk scoring
PII control
Human approval
AI handoffs2
Controls mapped7
Evidence ready94%
Cost, ownership, and compliance evidence stay attached to the live service flow.
The operational gap
AI is already inside the work. Governance needs to see the work.
Liquid Learn is built for regulated, high-accountability teams that need more than policy documents and disconnected spreadsheets.
Where does AI act inside the service?
Who owns each workflow and decision?
Which controls protect sensitive data?
What evidence is ready for audit?
Which team pays for each AI-enabled step?
Are people trained for governed workflows?
What Liquid Learn does
One place to govern AI-enabled services from workflow to evidence.
Human and AI process management
Show where AI generates, recommends, classifies, or automates work, and where people review or approve it.
Compliance built into delivery
Tie obligations, controls, reviews, and evidence to the actual workflow being operated.
AI chargeback and cost accountability
Attribute AI usage and spend to the right service, team, business unit, tenant, or customer.
Regulatory alignment
Connect service flows to frameworks such as ISO 42001, NIST AI RMF, and risk-based AI obligations.
Continuous service improvement
Find complexity, review load, cost waste, missing controls, and high-risk workflow patterns.
Training and operational readiness
Turn policies and controls into role-based enablement that supports daily execution.
AI Governance Health Check
Assess how ready your organization is to govern AI-enabled service delivery.
0/20 answered
Who it is for
Built for teams where AI supports delivery and people remain accountable.
Typical buyers
Chief Compliance OfficersChief Risk OfficersCOOs and operations leadersCFOs and finance teamsCIOs, CTOs, and platform teamsHeads of shared services
Priority industries
Financial servicesHealthcareLife sciencesGovernmentProfessional servicesEnterprise SaaSCritical infrastructureOperations-heavy enterprises