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Care provider · Pilot at one site since July 2026One leave request path for a 1,000+ staff care provider, built inside their own Google WorkspaceStaff covered1,000+PilotOne site, since July 2026Read the case study Practitioner observations from the systems we build, not survey data. Where we don't have a number we can defend, we don't invent one.
July 27, 2026. Our State of AI Automation in SMB Ops 2026 field notes: what actually works when small and mid-sized teams put AI and automation into daily operations - drawn from the systems we build.
Where automation actually pays off first → Why most AI pilots stall after the demo → Build-vs-buy: the honest split → What 'own the system' really means → The role a human still plays → How we scope before we build → Signals a process is ready to automate → What we'd tell a team starting today
July 27, 2026. A cited synthesis of third-party research on where small and mid-size businesses lose time to manual work - and how far automation has actually spread. Every figure is attributed to its named source.
The manual-work tax on small teams → Mid-market finance runs on spreadsheets → The automation ceiling is high - and mostly untapped
Field Notes: AI Automation for SMB Operations, 2026
Everything here is an observation or a rule of thumb from the automation systems we've built for operating teams - not a statistic, sample size, or measured benchmark. Where we don't have a number we can defend, we don't invent one.
Read the report →SMB Automation Benchmarks 2026: What the Research Says
We did not run a study or collect responses - we gathered figures from named industry sources (Intuit QuickBooks, CFO.com, Cherry Bekaert, McKinsey, Deloitte) and cite each one inline with a link. Where a source could not be confirmed at the time of writing, we left the figure out rather than repeat it unverified.
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