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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Workflow Examples

Workflow Teardowns

Anonymized examples of the pattern: messy workflow, diagnosis, clearer approvals, and a more accountable outcome. These are workflow teardowns, not public client claims.

Lead Intake & Qualification

Apply this to your workflow

Before

Inbound leads arrive through forms, emails, direct messages, referrals, and spreadsheets with inconsistent qualification and follow-up ownership.

Diagnosis

The process has no single source of truth, unclear routing rules, and no evidence that the right follow-up happened.

Control Layer

Define intake fields, source ownership, fit scoring, owner assignment, response authority, escalation thresholds, and outcome logging.

Outcome

The workflow becomes measurable: every lead has source, status, owner, next action, approval path, and attribution trail.

Proposal & Quote Generation

Apply this to your workflow

Before

Pricing assumptions, margin exceptions, customer promises, and approval decisions live across documents, calls, and memory.

Diagnosis

Agent-generated proposals would create risk because pricing authority and exception handling are not explicit.

Control Layer

Lock approved templates, define pricing bands, route margin exceptions, snapshot assumptions, and capture final approval evidence.

Outcome

Agents can assist quote preparation while humans retain authority over commercial risk and customer-facing commitments.

Claims / Case Routing

Apply this to your workflow

Before

Cases arrive with partial documents, inconsistent classification, and informal routing to whoever remembers the policy nuance.

Diagnosis

The main risk is not speed. It is routing the case without validated context, policy citation, or escalation evidence.

Control Layer

Create required document checks, confidence thresholds, risk classes, escalation rules, and auditable routing explanations.

Outcome

Agents can triage and prepare routing recommendations while high-risk or ambiguous cases require human review.