ALL REAL ESTATE AGENTS USE CASES

Comp analysis in minutes

A good CMA wins listing appointments — and eats an evening per appointment in spreadsheet archaeology. The AI does the digging: it pulls comparable sales, adjusts for the differences, and drafts a clean analysis you can walk a seller through. Your judgment goes on top; the data assembly stops being your job.

A Day With This Running.

An illustrative walkthrough, not a customer case study. Actual behavior depends on your tools, data, review rules, and implementation.

1
Tomorrow's listing appointment — tonight's input

You give it the address and anything the tax record won't know: 'renovated kitchen 2022, backs onto the train tracks.'

2
Minutes later — the draft CMA

Six comparable sales, adjustments for beds, baths, lot, condition, and the train tracks — laid out with the reasoning visible, not hidden in formulas.

3
You apply the judgment layer

You know the comp on Birch sold low because of the divorce. You adjust, annotate, and the CMA is yours — the AI assembled, you concluded.

4
At the table — a confident walkthrough

A clean, professional analysis you can defend line by line. Sellers hire the agent who shows their homework.

What You Could Measure.

These are hypothetical before/after examples, not measured results or performance guarantees. Establish your baseline and test realistic targets in a pilot.

Time per CMA

▸Before: An evening of spreadsheet archaeology

▸After: Twenty minutes of review and judgment

Listing appointments you can prep for per week

▸Before: 2–3 before the evenings run out

▸After: As many as you can book

Quality of the analysis

▸Before: Depends how late it got

▸After: Consistent — with your local judgment still the differentiator

Illustrative potential impact: An evening of spreadsheet work per listing appointment becomes twenty minutes of review.

Simpler Than You'd Think.

Scope integrations, training, and approval before anything goes live. Here are the starting points to discuss:

  • ▸We connect to your MLS data access and your preferred CMA format.
  • ▸We tune the adjustment logic to your market — what a garage is worth in your zip code, not a national average.
  • ▸Every CMA is a draft for your review; your name goes on your judgment, not the machine's.
PRIVATE & SELF-HOSTED AI
Design for the data boundaries you need

We can evaluate private, local, self-hosted, or hybrid deployment for this workflow. Before implementation, agree on data flows, access controls, retention, backups, and any external integrations. Private hosting alone does not guarantee privacy or regulatory compliance. Learn more about Private AI →

Want this running in your business?

Tell us a bit about your business and we'll come back with honest, plain-English ideas about whether this fits — and what it would take. No jargon. No pressure. No obligation.

No jargon, no obligation — just a conversation.