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Bahman Shadmehr Independent AI Systems & Automation Engineer

Solution area

Support Operations automation

Ticket intake, routing, account context gathering, draft replies, escalation detection, SLA queues and knowledge-base feedback loops.

Where time disappears

Recognisable operational friction.

  • Agents search across multiple systems
  • Priority and routing drift by person
  • Repeated tickets produce repeated typing
  • SLA risk appears too late

What can be rebuilt

Bounded systems with visible owners.

  • Ticket classification and routing
  • Account-context briefings
  • AI response drafts with policy checks
  • Escalation and SLA monitoring

A representative shape

Deterministic structure around bounded interpretation.

The exact systems change. The control pattern remains legible.

System / APIDeterministic logicAI stepHuman decision

Independent reference system

Support drafts from current policy

Check eligibility twice, before retrieval and before sending, so an AI draft can't quote superseded policy or answer a question the customer has since changed.

Reusable reasoning structures

Inspect the decisions beneath recurring technical problems.

System Patterns open the controls, authority boundaries, failure paths, and adaptation points that complete systems compose.

Explore System Patterns

Start small enough to measure

Map one recurring support operations process.

We will quantify the baseline, classify the steps and decide whether automation is economically and operationally justified.

Start with the audit