Adjacent examples of operations systems work

Proof that better systems reduce manual coordination and keep work moving

Too many manual handoffs, too much coordination overhead, and not enough system support for repeated work.

When workflow reliability depends on people remembering every step, follow-through gets weaker and teams spend too much time coordinating work that should move cleanly.

Shoelace logo

Shoelace

First engineering hire / operations systems

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Built the operating systems behind a high-touch service model so onboarding, ad setup, and campaign launches could run with less manual coordination.

  • Automated onboarding, ad setup, and campaign launches

  • Reduced launch time from 15 minutes to about 1 minute

  • Increased throughput per account manager without adding headcount

Transferable lesson: when service delivery depends on repeated manual handoffs, the highest-leverage fix is often the operating system behind the work.

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Motion

GTM engineering lead

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Built commercial operations systems that reduced manual coordination across outbound, onboarding, and campaign execution.

  • Designed prospecting and landing page systems that could be launched in hours, not weeks

  • Reduced manual outbound effort from months of work to a repeatable system

  • Improved team throughput by giving revenue teams a repeatable operating layer

Transferable lesson: even outside field service, the same systems principle applies when work stalls between teams, tools, and repeated follow-through.

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HelloHost

Back-end contractor / systems owner

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Built the core coordination layer behind a real-world service workflow so the team could reach live beta users on a fixed timeline.

  • Architected the back end end-to-end, including booking platform integrations

  • Supported onboarding of multiple hosts with multiple listings during beta

  • Delivered a handover-ready system that could keep running after launch

Transferable lesson: when the workflow has to work under real deadline pressure, clean sync, handoffs, and operational readiness matter from day one.

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Operational wins

Diagnosis bot for support tickets

Automatically reads each ticket, suggests what the issue might be, and routes it to the right team.

Reduced triage time and kept engineers focused on actual fixes.

Outbound personalization + adaptive landing pages

Automated campaigns that change messaging + hero content based on where the prospect comes from.

Campaigns feel bespoke even at scale and tie back to revenue teams.

Expense-forward parser → accounting upload

Forward invoices via email, parse the PDF, and push the data into accounting software automatically.

Saved operations hours each month and eliminated manual entry mistakes.