00 — Work

Before we ever helped anyone else,
we built this in our own business.

The case studies below aren't anonymized client stories. They're systems we designed and shipped at Tumble — where Scott is still the founder, and where the business runs on these agents every day.


Featured

TumbleMarketplace operationsFeatured

The marketplace balancing agent

An autonomous agent that balances supply and demand on a two-sided laundry marketplace in real time — orchestrating four intervention levers without a human in the loop.

4 levers, real-timeRead the case study

More case studies

TumbleRetention

The churn intervention engine

An AI retention system that picks per-user from ~18 playbooks, times messages to each user's natural rhythm, and distills winning strategies from outcomes — replacing calendar-based drip campaigns.

74% of churn, first 90 daysRead the case study
TumbleOperations & dispatch

Maintenance ticket automation

Three chained agents — triage, scheduler, and comms — replace a manual dispatch desk. A single SQS-driven pipeline handles a free-text ticket from arrival to stakeholder update.

3 chained agentsRead the case study

Your business, next

Want something like this running in your stack?

Most operators who reach out have seen one of these case studies and recognized a problem in their own business. If that's you — the first call is always free.