Intelligent Automation: Where to Start Without Boiling the Ocean

Automation programs fail in two opposite ways: analysis paralysis (mapping every process for a year) and tool-first enthusiasm (buying a platform, then hunting for problems). The teams that win start with three specific workflow patterns that reliably pay back within 90 days.

Pattern 1: The Reporting Treadmill

Any report a human assembles on a schedule is an automation candidate - data pulls, formatting, distribution, the works. At Oceaneering, streamlining reporting processes reclaimed 27 hours per month of analyst time and cut reporting errors by 60%. The pattern generalizes: scheduled data refresh, automated quality checks, templated output, distribution via Slack or email. Python plus n8n covers nearly all of it.

Pattern 2: The Swivel-Chair Integration

Anywhere a person copies data from one system into another - CRM to spreadsheet, form to database, email to ticket - you have a swivel-chair workflow. These are unglamorous, high-frequency, and low-risk to automate. They're also where errors breed: humans are terrible at repetitive transcription, and every error has a downstream cost you're not measuring.

Pattern 3: The Triage Queue

Inbound anything - support tickets, leads, invoices, alerts - that a human sorts before real work begins. This is where LLMs changed the economics: classification, extraction, and routing that once required brittle rules now works with a well-engineered prompt and a human-review loop for low-confidence cases. Start with review-everything, measure agreement rates, then graduate to review-exceptions.

The 90-Day Play

Pick one workflow from each pattern. Baseline the hours and error rates first - you cannot claim ROI you didn't measure. Build with fault tolerance from day one: monitoring, retries, and a runbook for when things break. In my Axion Ray work, that operational discipline reduced workflow downtime by 80%.

Small, measured, boring wins compound into an automation culture. Ocean-boiling programs compound into slideware.