Governed agents for every department

Trade settlement spans counterparties, custodians, and regulatory systems. Manual reconciliation takes days and misses MiFID II reporting windows.

Governed agent traverses trade → settlement → counterparty relationships in the context graph, reconciles against regulatory templates, and routes exceptions through compliance approval gates.

Patient data scattered across EHR, labs, imaging, and pharmacy systems. Clinicians lack unified context. PHI exposure risk with every AI interaction.

PHI classified at field level. Context graph assembles patient neighborhood, encounters, conditions, medications, with SNOMED/LOINC coding. Sovereignty routing keeps PHI on private models.

Incidents ripple across dependent services, but impact is invisible. Mean time to resolution stretches as engineers manually trace dependencies.

Context graph maps component → service → infrastructure dependencies. Agent traces blast radius, identifies affected teams via OWNS_BY relationships, and executes governed remediation.

Parts sourced across suppliers, assembled across plants. No single view of BOM → supplier → plant relationships. Recall tracing takes weeks.

Domain pack maps Product → BillOfMaterials → Part → Supplier with GS1 identifiers. Agent traces affected batches in seconds, routes recall actions through quality gates.

Employee provisioning spans AD, SaaS apps, and access management. Access drift compounds until the next quarterly review.

Person → Role → Team → Application relationships drive automated provisioning. Dual-approver gates for privileged access. Continuous drift detection via graph traversal.

SOC 2, ISO 27001, GDPR evidence gathered manually across tools. Weeks of engineering time per audit cycle. Evidence quality inconsistent.

Hash-chained immutable audit trail prepares evidence mapped to SOC 2 certification work, ISO 27001 controls, GDPR processing controls, and EU AI Act governance review.

CRM, billing, support, and usage signals disconnected. Churn risk invisible until customer leaves. Retention plays lack context and approvals.

Context graph unifies customer signals across systems. Retention offers policy-checked against discount authority. Expansion plays routed through finance approval gates.

Support inquiries arrive across email, chat, phone, each channel has partial context. Bulk hygiene operations risk data corruption without governance.

Cross-channel context assembled via graph traversal. Bulk operations simulated first, then routed through medium-risk approval gates with rollback capability.