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Beta User Results: 10x Faster Underwriting with Milo

•2 min read

Over the past three months, we've partnered with five real-estate investment firms to test Milo in production. The results exceeded our expectations.

Time Savings

Average underwriting time dropped from 3.5 hours to 20 minutes

a 10x improvement.

Breaking it down:

Manual data entry: 2 hours → 2 minutes (automated)

Building financial models: 1 hour → 5 minutes (auto-generated)

Quality review: 30 minutes → 13 minutes (focused on flagged fields)

One partner said: "Milo gives us back entire days every week. We're evaluating twice as many deals with the same team."

Accuracy Improvements

Surprisingly,

error rates dropped by 40%

compared to manual processes.

Why? Manual data entry is tedious and error-prone. Milo doesn't get tired, doesn't transpose digits, and flags low-confidence extractions for human review.

Users reported catching more mistakes earlier because they spent review time on analysis, not data entry.

What Users Loved

Transparency

Audit trails showing source data for every figure

Speed

End-to-end analysis in under 60 seconds

Confidence scores

Knowing when to double-check saves time

What We're Improving

Beta feedback drove several enhancements:

  • Better handling of handwritten annotations
  • Support for non-standard table layouts
  • Batch upload for portfolio-level analysis

Join the Beta

We're expanding access to more teams. If you're interested in trying Milo, visit runmilo.io or contact us.

Published October 10, 2025