Authority is inherited from the role
Agent capabilities never exceed the employee’s workspace membership, plant access, or business permissions.
Enterprise by construction
Bring agents into operations without losing control.
A governed architecture for manufacturers who need clear authority, isolated context, reliable evidence, and safe external-system boundaries.
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AI capability inside deterministic business controls.
Language models can help prepare the work. Permissions, workflow state, approvals, idempotency, and audit remain enforced by the product.
Context is private by design
Work, knowledge, conversations, and delegation context are assembled and filtered before an agent can use them.
Consequential actions stay governed
High-impact work becomes an expiring proposal for review by the human who already owns the authority.
Evidence survives the conversation
Approvals, decisions, citations, document versions, and audit hashes remain durable business records.
Operational controls are independent
Agent availability, provider choice, simulation, and live external writes are controlled separately.
ERP boundaries are explicit
Approvals, idempotency, payload identity, retries, and reconciliation protect every external write path.
Core enterprise principles
Designed for accountable adoption.
Workspace and plant boundaries
Membership, reporting scope, role, ownership, and entity links shape what each person and agent can access.
Human-controlled outcomes
Agents can prepare and recommend. Authorized operators retain decisions and external effects.
Operations continue without AI
Provider degradation or agent shutdown does not block the underlying non-AI workflow.
Integration readiness
Start with validated data. Expand through controlled adapters.
Excel and CSV provide the currently validated integration path. Provider adapters establish boundaries for SAP, Oracle, Dynamics, Odoo, and other systems, subject to validation in each customer environment.
Safe deployment
Simulation before live effects
Separate approvals and environment controls let teams validate workflow, payloads, and reconciliation before enabling external writes.