Real outcomes from AI deployment

These are not projections. These are businesses that were running on spreadsheets and hope — until they weren't.

Case Study

Property Manager — 200 Units

A property management firm came to us with a problem that didn't sound like a technology problem. Their portfolio was growing — great. But operations were drowning the team.

Before

  • Tenant screening: 3 full days per month
  • Maintenance tracked in shared spreadsheets — nobody updated consistently
  • Renewal offers went out late — someone manually checked lease dates quarterly
  • Good people doing good work, drowning in process

After 4 Weeks

  • Screening: applications flow through background, credit, scoring — human reviews final only
  • Maintenance: tenants submit → auto-assign by trade → status flows back automatically
  • Renewals: trigger 90 days out based on actual dates. No spreadsheet. No forgetting.
3 days → 4 hrs
Tenant screening turnaround
60% faster
Maintenance resolution time
Zero late
Renewal offers — on time, every time

"Same team. Same portfolio. Radically different operation. They didn't hire anyone new — they just stopped using their best people as human copy-paste machines."

— Logic Impact AI engagement summary
Case Study

Commercial Services Business — Team of 18

A service business running on spreadsheets and hope. The owner spent 60% of his week on operational triage instead of business development.

Before

  • Invoicing: 3 people, 2 full days every month — manual entry from paper timesheets
  • Client onboarding: 14 steps, 4 different people touching each file
  • Owner: 60% of week on "where are we on the Johnson job?" questions
  • Job profitability: unknown until 45 days after completion

After 60 Days

  • Invoicing: 4 hours, one person — automated from digital timesheets
  • Onboarding: 4 steps, one person — automated handoffs and status tracking
  • Owner: under 20% on ops — back to business development and client relationships
  • Profitability: dashboard updates in real time — margin known by day 3
40+ hrs/mo
Invoicing time eliminated
60% → 20%
Owner's ops triage time
Day 3
Job margin visibility (was day 45)

Nothing about the business changed except how information moves through it. They didn't buy AI — they bought operational clarity. The technology is just how we built it.

Want to see what this looks like for your business?

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