GHGabriel Heinemann
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GHGabriel Heinemann

AI agent readiness, governance, and implementation for real business workflows.

Capability is not authority.

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Video Library

Practical teaching on agent readiness.

Each video explains one production-readiness problem and points to a practical next step: checklist, scorecard, or audit application.

Capability Is Not Authority

A model can generate, classify, draft, summarize, and route. That does not mean it has the right to act.

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Why Your AI Agents Are Not Production-Ready

Most agent pilots fail the moment they leave a controlled demo and touch real operating conditions.

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The 7 Gates Before Any Agent Can Act

Agents need a readiness layer that answers identity, authorization, context, risk, review, evidence, and attribution.

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Why Your Workflow Is Not Agent-Ready

A workflow is not ready for agents until it can be explained, clear, reviewed, and auditable.

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How to Make Business Processes Legible to AI

The best agentic systems start by converting messy operating knowledge into explicit objects, rules, sources, and review paths.

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Why Agents Need Authority Boundaries

Without boundaries, an agent is just a capable system acting inside an unclear mandate.

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What the Agent Readiness Audit Produces

The audit turns a vague automation idea into a mapped workflow, risk profile, approval model, and next-step recommendation.

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From Human Review to Bounded Autonomy

The autonomy ladder should be earned as workflows prove context quality, approval clarity, and evidence discipline.

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Why Context Is Not Just Information

Agents need approved, current, relevant, conflict-aware context, not just access to more documents.

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Before You Automate, Map the Approval Layer

The safest agentic systems begin with authority, not tooling.

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