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Bahman Shadmehr Independent AI Systems & Automation Engineer

Solution area

Revenue Operations automation

Lead intake, enrichment, qualification, routing, CRM hygiene, account research, meeting preparation and proposal operations.

Where time disappears

Recognisable operational friction.

  • Leads wait for manual research
  • Duplicate and incomplete CRM records
  • Territory rules live in someone’s head
  • Proposal production caps sales capacity

What can be rebuilt

Bounded systems with visible owners.

  • Multi-source lead intake and validation
  • Company enrichment and website classification
  • ICP scoring and territory routing
  • Proposal assembly with human approval

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

Reliable lead intake

Separate accepting a submission from delivering it, so a CRM outage or a lost response can delay a lead but never lose or duplicate it.

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 revenue operations process.

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

Start with the audit