Harness Engineering for Enterprise AI

AI coding agents are powerful. Unharnessed AI agents are risky.

Enterprise Skills gives your organization a deterministic harness around AI coding agents. Every workflow gated. Every sensor auditable. Every improvement governed.

The problem with unharnessed AI coding

41.7%

reported vulnerability rate in public marketplace AI skills

1,184

reported malicious AI skills identified in open marketplaces

0%

execution evidence provided by prompt-only AI workflows

Shadow AI creates new review, security, and compliance gaps in enterprise development. Without deterministic gates, every AI-assisted change depends on manual cleanup after the fact.

The platform

Harness engineering for AI coding agents that deploys in minutes, not quarters.

Harness Module Deployment

Deploy reusable harness modules that load your project's truth, enforce deterministic phases, and give AI coding agents a structured path from plan to verification.

Composable Safety Gates

Chain code review, security, test quality, dependency, contract, and pre-deploy sensors into workflows that stop when evidence is missing.

Harness Trace Evidence

Capture phase-level execution evidence: which sensors ran, which gates passed or blocked, what changed, and where humans overrode the harness.

Automatic Risk Elevation

Project signals — Kubernetes manifests, payment integrations, HIPAA markers — automatically elevate governance requirements without manual configuration.

Harness Coordination Protocol

File-based coordination ensures AI agents execute harness modules in the correct dependency order, with state handoff between steps and deterministic resolution.

Harness Improvement Loop

Execution traces and user corrections become governed refinement proposals, improving the harness without uncontrolled prompt drift.

Compliance mapping

Built-in mapping to the frameworks your security team already tracks.

SOC 2 Type IIHIPAAGDPRISO 27001PCI DSS mappingNIST AI RMF

Deploy in three steps

1

Deploy the harness

Install the CLI and initialize the authority pack. Harness modules load your organization's rules into every AI coding session.

2

Gate agent output

Sensors and governance profiles activate from project signals. Risk elevation, compliance mapping, and audit logging are enforced from the first session.

3

Improve from traces

Evidence-grade harness traces feed compliance and learning loops. Every module run, model handoff, sensor, and governance decision is recorded.

Why not open-source skills?

Open SourceEnterprise Skills
Known vulnerability rate41.7%0%
Governance enforcementNoneAutomatic
Execution determinismNon-deterministicDeterministic
Version controlManualAutomated semver
Compliance mappingNoneSOC 2, HIPAA, GDPR
Audit trailNoneEvidence-grade
IDE supportVaries8 adapters
Enterprise supportCommunity onlyDedicated + SLA

Enterprise features

Dedicated account management and onboarding
Custom governance profiles tailored to your org
On-premise authority pack deployment
SSO / SCIM integration (roadmap)
99.9% SLA with priority support
Custom skill development and consulting
Compliance evidence dashboards
Volume licensing and procurement support

Ready to govern your AI agents?

Custom governance profiles, dedicated support, compliance mapping, and on-premise deployment options.

No public pricing. Enterprise plans are custom-scoped to your organization.