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Bahman Shadmehr Independent AI Systems & Automation Engineer

Delivery process

Turn an SOP into
an owned system.

The work begins with how the operation actually runs and ends with measurable production behaviour—not a canvas handoff.

01

Workflow discovery

Observe real executions; map triggers, inputs, systems, handoffs, decisions, exceptions and completion.

02

Baseline

Measure volume, active time, loaded cost, waiting, errors and failure consequence.

03

Automation design

Classify every step and remove work that should not exist.

04

Prototype

Build one representative end-to-end execution with real-shaped safe data.

05

Failure design

Test unavailable APIs, malformed input, duplicate triggers, invalid AI output, rate limits and human timeout.

06

Production

Deploy with scoped credentials, observable runs, alerts, documentation and a named owner.

07

Measure

Compare hours, throughput, accuracy, cycle time and exception work against the baseline.

08

Expand

Add related processes only when observed economics and reliability justify the next build.

Failure design workshop

Break the workflow before customers do.

Representative failures are first-class acceptance criteria.

API unavailable

Retry or queue without duplicate writes.

Malformed input

Reject with an actionable reason.

Duplicate trigger

Return the existing business result.

Invalid AI output

Repair format once, then abstain/review.

Rate limit

Respect provider backoff and preserve state.

Human timeout

Expire or escalate; never imply approval.

Definition of done

The operator can run and recover it.

  • Named business and technical owners
  • Versioned workflow and configuration
  • Test fixtures for normal and failed paths
  • Scoped client-owned credentials
  • Monitoring and actionable alerts
  • Exception queue and replay runbook
  • Baseline and post-launch measurement
Expansion rule

Do not add the next automation because the first one is exciting. Add it because the first one is stable, measured and creates a useful shared foundation.

A practical starting point

The opportunity audit produces the first two process maps.

The buyer owns the maps, ROI model and backlog whether or not Bahman implements them.

See the $3,500 audit