How Florida Agents Can Use AI for Faster CMAs and Market Analysis — Without Losing the Judgment Call

 

AI tools can pull comps and draft a market analysis in under a minute — but a growing body of survey data shows adoption is running well ahead of agents actually trusting or benefiting from the output.

 

Adoption Is High. Confidence Isn't.

AI use among real estate agents has crossed a real threshold. NAR's 2025 REALTOR Technology Survey, based on responses from more than 49,000 active Realtors, found that 68% now use AI tools in their business — the first time adoption has cracked the majority. A separate, more recent report from Realtors Property Resource (RPR) put adoption even higher, at 82%. But both surveys point to the same gap: NAR's data found only 17% of agents said AI has had a significant positive impact on their business, with another 33% reporting a moderate impact — meaning roughly half of agents using AI aren't yet seeing much return on it.

For agents specifically evaluating AI for market analysis and CMAs, that gap usually comes down to one thing: treating the output as a finished product instead of a fast first draft. AI-powered CMA tools are genuinely good at the mechanical parts of the job — pulling comparable sales, adjusting for basic differences, and formatting a report — but they're not a substitute for an agent's read on a specific block, a specific renovation, or a specific seller's motivation.

 

Where AI Genuinely Speeds Up the Work

• Comp pulling and first-pass adjustments. AI-powered CMA platforms can scan a much larger set of potential comparables than an agent would manually review, rank them by relevance, and apply baseline adjustments for square footage, age, and basic features in a fraction of the time a manual pull takes.
• Report formatting and client-ready output. Once the comps are right, AI tools can generate a polished, client-facing report quickly — useful for turning around a listing presentation on a tight timeline.
• A free starting point through RPR. NAR members already have access to Realtors Property Resource (RPR) at no additional cost as part of their NAR dues — including CMA tools and the Realtor Valuation Model (RVM), NAR's own automated valuation model. It's a reasonable first stop before paying for a third-party AI CMA product.

 

Works best when:

• You're using AI to generate a first-pass comp set and adjustment framework, then reviewing and correcting it against your own market knowledge before it reaches a client
• You're working a listing presentation on a tight timeline and need a fast, professional-looking starting draft
• You're comparing pricing across multiple, unfamiliar submarkets and want a faster way to triage which comps deserve a closer look

 

Risks:

• AI-generated comps can miss context a local agent would catch immediately — a busy road, a lot backing up to commercial property, a renovation that hasn't hit the MLS description yet
• Automated valuation models are trained on historical data and can lag fast-moving local conditions, particularly in submarkets with thin recent sales volume
• Presenting AI output to a client without your own review and adjustment is the kind of shortcut that shows up the moment a listing sits, or a buyer's offer gets rejected on price

Bottom Line: The agents getting real value out of AI CMA tools are the ones using them to save time on the mechanical work, not to skip the judgment call that's actually the job.

 

The Investor Takeaway

For Newkirk agents, the practical move is straightforward: use RPR's no-cost CMA tools and RVM as a baseline, layer in a third-party AI CMA tool if the workflow calls for it, and always apply your own local read before a comp set or valuation goes in front of a client. AI adoption in this industry is no longer the differentiator — nearly seven in ten agents are already using it. The differentiator is judgment applied on top of it.

 

SOURCES

• REALTOR® Technology Survey — National Association of Realtors — 2025 AI adoption and impact data
• AI adoption reaches 82% among real estate agents, RPR reports — HousingWire — RPR adoption survey coverage
• 82% of Real Estate Agents Use AI. The Real Gap Is Confidence. — Realtors Property Resource (RPR) — adoption vs. confidence gap
• RPR: Your No-Cost NAR Member Benefit You Can't Put A Price On — Realtors Property Resource (RPR) — RPR CMA tools and Realtor Valuation Model