Autonomous AI Lifecycle Management

Manage AI agents like critical software

Agent Harness gives your operations teams the safety nets of enterprise change management — version control, automated testing, and phased rollouts — wrapped in workflows built for the people closest to the customer.

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You wouldn't push changes straight to a live IVR or CRM workflow. Agents deserve the same discipline. Safe Workspaces give builders a fully isolated copy of an agent to experiment in — with zero impact on the version answering real calls.

Key Capabilities:

Edit safely. Prompt logic, policy rules, workflow steps, fallbackbehavior, and knowledge references — all without touching production.

See every change side by side. Track exactly how a tweak altersintent handling, routing, and escalation before it ships.

Role-based approvals. Promote updates through reviewworkflows so every adjustment is checked for compliance and accuracy first.

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Approved changes don't have to be all-or-nothing launches. Release from a specific workspace to a sliver of live traffic, watch the real-world numbers, and expand only when the data earns it. If something slips, recovery is a single click.

Key Capabilities:

Phased traffic. Test a new auth step or routing rule on a smallpercentage before expanding across the contact center.

Documented releases. Tag every release with a description andattach evaluation results to prove operational readiness.

Version-level traceability. Every interaction is tied to the versionthat handled it — trace any anomaly to the exact release,workspace, and change that caused it.

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Dumping PDFs into a basic RAG system retrieves text from ungoverned data — stale numbers, conflicting definitions, content a user shouldn't see. The Context Center resolves definitions, lineage, and access policies before retrieval, keeping every agent synced to a single source of truth.

Key Capabilities:

Active knowledge syncing. Event-driven sync with sourcesystems — when a human updates a policy, the agent has it immediately. No stale uploads.

Human guidelines to agent logic. Translates ambiguous SOPsinto explicit, machine-executable routing trees and fallback behavior.

Conflict resolution & governance. Marketing says 30 days, legalsays 14? The Context Center enforces one certified answer.

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Key Capabilities:

Phased traffic. Test a new auth step or routing rule on a smallpercentage before expanding across the contact center.

Documented releases. Tag every release with a description andattach evaluation results to prove operational readiness.

Version-level traceability. Every interaction is tied to the versionthat handled it — trace any anomaly to the exact release,workspace, and change that caused it.

Where Agents do the work —and remember it

Two shared layers sit beneath every phase: the fabric that lets agents act inside your systems, and the intelligence layer that turns every interaction into shared memory.