Agents recommend. Humans push go.
About
Olivia Keiter.
Builder, operator, and someone who cares deeply about work that does not break under pressure.
- Petersburg, NY
- Navy Veteran
- Microsoft Federal
- Copilot Studio
- Claude Code
- Azure AI
- Spec-driven development
The story
How I got here
I started in the Navy as an Information Systems Technician. High-stakes environments teach you quickly what matters: systems need to be clear, resilient, and accountable when the pressure is real.
After the Navy, I went deeper into tech at Microsoft Federal. That is where I built IMHub, a production system that reduced more than 1,000 manual actions per day, plus 9 Azure agents, all on my own initiative and without a formal engineering team behind me, because the need was obvious and waiting around helped no one.
Keiter & Co. came next, built from our homestead because small businesses deserve better systems than the ones they keep getting sold. Building Out Loud followed for a simple reason: information this useful should not be locked behind a paywall or a follow button.
Consulting is the natural next step. It is all the same work, just with a sharper focus on helping firms move from fragile process to practical systems that actually run.
Path
The arc, briefly
Each chapter taught me something the next one needed.
- Then
Navy IT
Information Systems Technician. Learned what it means for systems to hold up under real pressure.
- Next
Microsoft Federal
Built deeper into enterprise tooling. Ran toward problems that needed fixing.
- Then
IMHub
A production system that cut more than 1,000 manual actions a day, plus 9 Azure agents. Built on my own initiative, no formal engineering team.
- Now
Keiter & Co. and consulting
Web work for small businesses. Operations systems for firms outgrowing spreadsheet sprawl.
Home
The homestead
Home is Petersburg, New York. Twenty-two acres, chickens, a garden, and the daily rhythm of building something real in a place that matters.
Systems and gardens want the same thing: steady attention, and the patience to let small, consistent work compound into something that lasts.
Principles
What I believe
The short version of how I work.
Wrong architecture needs a rebuild, not a patch.
You should feel the friction before you automate it.
Information this useful should not live behind a paywall.