The operations background behind the method.

Running operations

• Led a high-volume, multi-client post-closing operation.
• Oversaw a layered operation: managers, team leads, onsite staff, and offshore BPO partners.
• Ran the operation to client service-level agreements and monthly scorecards.
• Redesigned exception handling and cut wait times from days to hours.
• Developed team leads into managers and managers into directors.

Building inside operations

• Led enterprise document-automation work spanning classification, data extraction, and automated audit checks on scanned documents in production.
• Trained the classification and extraction models myself, and automated a large share of a manual audit checklist.
• Extended it across several departments.
• Led a document-intake modernization from hardware sourcing through production rollout, retiring manual indexing.

Years of running operations taught the rest of the path end to end: requirements and user stories, user testing through production rollout, and coordination across vendors and offshore partners — the full distance between a business problem and a system people actually work with.

Earlier

• Supervised a call-center floor to service-level and productivity targets.
• Oversaw daily wire-disbursement operations under strict compliance and accuracy standards.

How it shows up in small-business work

That background is mine, not letmebefrAInk's portfolio — but it shapes how I scope and check every small-business build. I've watched operations from both sides: how real work actually gets done, and how technology helps or gets in the way. That combination is the whole method here.

See how this shows up in consulting →