Four to six hours per lease is what manual abstraction used to cost. A senior analyst, reading every clause, extracting every relevant term, formatting it into the standard template, checking their work. For a 200-lease portfolio, that’s a full analyst-month of work before any analysis has happened.

AI lease abstraction has brought this to under fifteen minutes per lease with 90 to 97 percent accuracy on standard commercial lease terms. The math is obvious. The adoption question isn’t whether the technology works — it does. The question is what happens to the output.

Here’s the subtle problem: most AI lease abstraction tools produce extracted data and stop. The analyst gets a spreadsheet of terms, and then the analyst has to take that spreadsheet and build it into their financial model, translate it into their memo format, and flag the unusual terms for the investment committee — all manually. The abstraction is faster, but the workflow after the abstraction still belongs entirely to the analyst.

The tools that are actually changing how work gets done aren’t just faster at the extraction step. They’re producing output that goes directly into the next step in the workflow — the model, the memo, the flagged issues report. The value isn’t in the extraction speed. It’s in how much of the post-extraction workflow the tool eliminates.

This is the distinction between a faster version of the old workflow and a genuinely different workflow. A fifteen-minute lease that still requires an hour of downstream work hasn’t changed the analyst’s day as much as the math suggests. A fifteen-minute lease whose output routes directly into the model and the memo has changed something structural.

The difference is in what the tool knows about what comes next. A general-purpose AI can abstract a lease. A domain-specific tool that understands the CRE acquisition workflow can abstract a lease into the exact format that feeds the model and the memo, with source citations already embedded. That’s the tool that changes the workflow rather than just accelerating one step in it. +++