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Case studies

Recent work.

Numbers represent observed change inside the engagement window. Names withheld at client request.

Commercial Real Estate

Give your agent an email

Stop treating AI like a chat window. Hire it. Give it an email address, a Slack handle, calendar access, and the same set of guardrails you would give a junior associate. Then leave it alone and let it work.

  • Hours reclaimed per week: 12 per principal
  • Median response time: Under 90 seconds
  • Unauthorized sends in 90 days: Zero
  • Average cost per email handled: $0.18
Multifamily

From benchmark to rollout: how AI improved the revenue cycle for a major portfolio

An institutional grade AI implementation that reduced delinquency by 100 basis points, accelerated collection speed by 41 percent, and delivered predictable cash flow across a major multifamily portfolio. Benchmarked in New York. Scaled to California.

  • Delinquency rate: 3.7% → 2.7% (down 100 bps)
  • Days to 95% collected: 17 → 10 (down 41%)
  • Year over year variance spread: 5pp → 3pp (down 40%)
Property management

Reduced first-touch maintenance turnaround by 63%

Built a triage agent that reads resident messages, classifies urgency, opens work orders in AppFolio, and drafts the first vendor outreach. Eight-week build.

  • First-touch turnaround: −63%
  • Resident NPS: +18
  • Work-order classification accuracy: 94%
Investment firm

Screened 217 deals in 9 weeks vs. 38 the prior quarter

Memo draft pipeline cut analyst time per deal from 4 hours to 35 minutes. IC decisions still human; the funnel widened.

  • Deals screened (9 wks): 217 vs. 38 prior quarter
  • Analyst time / deal: 4 hrs → 35 min
  • Memo template adherence: 100%