Too many tools
Work spreads across overlapping systems. The seams become the job.
AI should fit real workflows, not sit on top as decoration.
Misha Bei
I help businesses reduce operational chaos with AI-driven digital systems.
A practical layer inside working systems. Not theatre on top.
What I work with
Most operational chaos is a systems problem before it is a people problem.
Messy workflows
Handoffs live in chat threads, spreadsheets, and people's memory. Patched by hand.
Knowledge trapped in people's heads
Edge cases and who-to-ask live with a few people. Things stall when they're away.
Fragmented digital operations
Booking, finance, and internal ops each in their own silo. Numbers disagree.
AI initiatives that don't fit daily work
Pilots look good in a deck, then sit unused.
What I do
Four areas where I'm most useful.
AI-driven digital systems
Internal AI that sits inside the workflows your team already uses.
Workflow automation and internal tools
Small internal tools a team actually uses. Fewer tasks patched by memory.
Digital infrastructure
Websites, booking, distribution, data. One consistent layer instead of five half-connected ones.
Business systems for hotels and real estate
Guest flows, units, distribution, staff handoffs. Matched to how the day runs.
How I think
A few things I believe.
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A better tool rarely fixes a broken handoff.
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Internal tools matter only when they reduce friction.
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Knowledge trapped in people's heads is operational debt.
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Good digital infrastructure becomes invisible when it works.
Where I'm most useful
Where operations, digital systems, and knowledge have to work together.
Strongest references. The work extends beyond them.
Hotels
Rooms, rates, distribution, guest flows, staff handoffs across shifts.
Real estate developers
Units, sales pipeline, buyer and owner workflows, handoff to operations.
Other operator-run businesses
Events, aviation, IT products, consumer services.
Selected signals
What I've built.
- AI workflows embedded in daily operations
- Digital infrastructure, booking, and distribution, end to end
- Fragmented processes turned into structured operating logic
- Full-stack foundation under every system I build
- AI doing the work
Talk
Get in touch.
I'm open to the right in-house, fractional, or project-based conversations.