MetaProp Labs

Use cases

What can AI actually do at a real estate firm?

Many teams use Claude and ChatGPT for questions and drafts. With your firm’s context and clear instructions, they can help screen deals, compare leases, and prepare investor materials. Some of that work can be done with agent skills. Other tasks call for custom agents or applications when they need to run on their own, connect to business systems, or meet stricter accuracy requirements.

Across the firm

From underwriting to monthly reporting.

Underwriting

Prepare inputs for the model

Rent rolls and financial statements arrive in different formats. Extract the figures, reconcile totals, and flag exceptions before an analyst puts them into the model.

Lease review

Compare terms against your standard

Find differences between an inherited lease and the terms your firm expects, with citations to both documents so a reviewer can check each finding.

Investor materials

Draft a deal teaser or presentation

Bring together the model, diligence, and deal team’s judgment to prepare investor materials in the firm’s format. The team checks the numbers and the story before sharing it.

Investment research

Build a market study

Gather data from the sources the team already uses, apply its analysis, and prepare charts and findings that can be traced back to the inputs.

Development & construction

Turn site updates into actions

Pull decisions, owners, and open items from construction meeting notes and reports into a consistent record the team can update and review.

Asset management

Keep monthly reporting on track

Collect incoming reports, track what is missing, and prepare the files and data for review on a regular schedule.

A closer look · Deal screening

A new deal lands in the inbox. What happens next?

The team needs to know whether it fits, what is missing, and where to spend its time. An agent can read the incoming materials, apply the firm’s criteria, bring in relevant data, and prepare a brief for an acquisitions lead to review.

The investment decision stays with the team.

Incoming

Broker email · Offering memo · Rent roll

Check against

Investment criteria · Property facts · Market data

Ready for review

Deal brief

  • Fit and concerns
  • Sources for key facts
  • Gaps and follow-up questions

Your next use case

What work would you start with?

Bring us a task your team wants to hand off or improve. We’ll help figure out what it would take.