JMR: 16 departments rebuilt into one operating system the business owns

How I rebuilt a ~200-employee owner-operated business into one owned operating system — department by department — replacing the rented SaaS stack with tools the business owns outright.

What the rebuild delivered

• 16 departments rebuilt function by function
• 14 live Airtable bases running in production
• 21 SaaS subscriptions retired
• 25+ AI agents in production
• $0 ongoing license cost — owned, not rented

What this means for you

The same method applies to any owner-operated business: audit the real workflow across departments, close the gaps with tools you own, add AI where it earns its place, and train the team so the system sticks. No fabricated metrics — where a system is validated in dry-run rather than live, it is framed honestly as such.