New Restb.ai Special Report Reveals the Impact of Floor Plans on Days on Market

Written by Kevin Hawkins | The REAL AI Guy Posted On Wednesday, 24 July 2024 00:00
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Restb.ai, a global leader in computer vision and artificial intelligence (AI) solutions for the real estate industry, today debuts a new “Special Report Series” to unlock unique visual insights provided from Restb.ai's proprietary AI models. The inaugural report is the first-of-its-kind study to examine the impact of floor plans on Days on Market or DOM – the time a property is listed for sale before an offer is accepted.Restb.ai Special Report Chart 1 Evolution of the percentage of real estate listings with Plan in the listings

The AI movement is revolutionizing the real estate industry as it harnesses the power of computer vision to unlock unprecedented insights and create innovative data-driven strategies. This pioneering study from Restb.ai used computer vision and machine learning to analyze property listings at scale to reveal the true impact of floor plans on selling speed.

Restb.ai meticulously examined 100,000 single-family properties listed between May 1, 2023, and April 30, 2024, across 10 diverse US metro markets, including Chicago, Grand Rapids (MI), Portland, Denver, Houston, Las Vegas, Jacksonville, Saint Louis, Phoenix, and Dallas. This geographically diverse dataset captures a wide range of real estate dynamics, uncovering general conclusions about the impact of floor plans on property listings regardless of regional market variations.

Overall, the new Restb.ai Special Report reveals significant variations in market penetration – the percentage of listings that include floor plans – across different markets. On average, Chicago had the highest rate of listings with floor plans (31.4%), while Saint Louis had the lowest (4.9%). The study also showed a growing trend in the use of floor plans in property listings, reflecting a shift towards providing more detailed property information.

Among the key findings

The Restb.ai study revealed:

1. Chicago: Listings with floor plans reduced DOM by 33%, decreasing from 11.3 to 8.5 days.

2. St. Louis: The DOM of properties with floor plans decreased by 41%, from 8.6 to 6.1 days.

3. Portland: Despite an overall reduction in floor plan usage, properties with floor plans experienced a 17% reduction in DOM, from 7.1 to 5.9 days.

4. Denver: Listings with floor plans saw a decrease in DOM from 9.1 to 7.8 days, reflecting a 14% improvement.

5. Dallas: Contrary to the general trend, the DOM of properties with floor plans increased by 23% from 14 to 18.3 days.

6. Las Vegas: Listings with floor plans showed a slight increase in DOM, from 12.9 to 13.2 days, indicating a 2% rise.

Nathan Brannen, Chief Product Officer of Restb.ai, emphasized the importance of these findings: “Our study highlights how floor plans can enhance the appeal of a listing, but their impact varies based on specific market dynamics. Integrating floor plans into property listings can be a crucial decision for selling agents, offering a competitive edge in markets with a high presence of floor plans.”

Top 5 takeaways

Brannen notes that the findings of the impact of floor plans on DOM, like real estate, were highly local:

  1. Geographical diversity in floor plan penetration: The study found that 14.5% of listings across various markets included floor plans, with Chicago and Grand Rapids leading at 31%, while Jacksonville and St. Louis were at the lower end with 6.7% and 4.9%, respectively
  2. Growing trend in floor plan usage: Most cities have seen a year-over-year increase in floor plan usage, with notable increases in St. Louis (from 2.8% to 4.9%) and Phoenix (from 5.5% to 8.5%).
  3. Localized impact on DOM: Markets with at least 10% of listings containing floor plans showed an average reduction of 1.4 days in DOM, equating to an 18% decrease.
  4. Effectiveness in high penetration markets: Cities like Chicago and Grand Rapids, with high floor plan penetration, saw significant reductions in DOM, emphasizing the importance of including floor plans in property listings.
  5. Varied Market Dynamics: Some markets, such as Dallas and Las Vegas, showed an increase in DOM despite including floor plans, highlighting the need for localized marketing strategies.Nathan Brannen CPO Restb.ai

Overall, the new Restb.ai Special Report underscores the importance of floor plans in real estate marketing and their potential to reduce DOM in high-penetration markets. “As floor plans become more common, their effectiveness in influencing buyer decisions appears to become even more pronounced,” added Brannen, “and as a result, one would expect more listing agents to incorporate floor plans into their listings moving forward.”

Additional information about the Restb.ai Special Report is available here.

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Kevin Hawkins | The REAL AI Guy

Kevin Hawkins, aka The REAL AI Guy, is Editor and Co-Creator of REAL AI, the first and most widely read weekly newsletter on artificial intelligence in real estate. No one has written more about AI in real estate than Kevin. He’s a trusted voice, in-demand moderator and speaker, and practical AI coach. An early tech adopter, he’s an award-winning content creator and leads WAV Group Communications as a strategist, consultant, and media relations expert. Published more than 40+ times on Forbes.com, he was named one of the industry’s most influential leaders by Inman and a 2025 RISMedia Newsmaker Futurist. Kevin’s engaging, real-world approach to safe and responsible AI helps MLSs, brokerages, and agents use AI with confidence, clarity, and measurable impact.

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