ACHR News
search
Ask ACHR NEWS AI
cart
facebook twitter instagram linkedin youtube
  • Sign In
  • Subscribe
  • Sign Out
  • My Account
ACHR News
  • NEWS
    • Breaking News
    • New HVAC Products
    • Featured Products
    • Manufacturer Reports
    • HVAC Data
    • Legislation
    • ACHR NEWS Centennial
  • RESIDENTIAL
    • Air Conditioners
    • Furnaces
    • Residential Heat Pumps
    • Ductless
    • Residential IAQ
    • Testing, Monitoring, Tools
    • Components & Accessories
  • COMMERCIAL
    • Air Handlers
    • Rooftop Units
    • Chillers and Cooling Towers
    • Commercial Heat Pumps
    • Boilers and Hydronics
    • VRF/Ductless
    • Commercial IAQ
  • REFRIGERATION
    • Refrigerants
    • Refrigerant Regulations
    • Leak Management
  • CONTRACTOR PRO
    • Geothermal
    • Homeowner Study
    • VRF and VRV Ductless
    • Unitary Trends
  • EDUCATION
    • Training and Education
    • Business Management
    • Service and Maintenance
    • Continuing Education
    • Market Research >
      • HVAC Brand Awareness Report
      • VRV, VRF, VRVZ Report
      • Unitary Trends Report
      • Water Heat Professionals Report
    • Webinars
    • Sponsor Insights
    • eProducts Info
    • White Papers
  • EVENTS
    • HVAC Contractor Forum
    • Industry Events and Webinars
  • MEDIA
    • Videos
    • AHR Expo 2025 Videos
    • Podcasts >
      • ACHR News Podcast
      • HARDI Podcasts
      • AHR Expo Podcasts
      • ACCA Podcasts
    • Interactive Spotlights
    • Quizzes
    • eBooks
    • HVAC Talkback
  • HVAC GROUP
    • ACHR NEWS >
      • Current Issue
      • Digital Edition
      • Subscribe
    • Distribution Trends
    • SNIPS NEWS >
      • Join SNIPS NEWS
    • Engineered Systems News >
      • Join ES News
    • HVACR Directory
    • Contests
    • Newsletters
    • Contact
    • Advertise
    • My Account
HVAC ContractingNews

Big Data Meets HVAC Marketing

New AI platform combines hundreds of data sources to help contractors target homes most likely to buy

By Maria Taylor
pink_map
Courtesy of Pink

DATA DRIVEN: This screenshot from Pink shows homes in Michigan that could be a good fit for heat pumps. Zooming in further shows a street-by-street view.  

October 1, 2025

Think about “big data” in HVAC, and what comes to mind? Touchscreen displays where refrigeration contractors can monitor hundreds of supermarket cases? Apps that scan decades of troubleshooting logs in less time than it takes to dial the service manager? 

Pink, a new AI platform launched by data company 257 at Climate Week NYC, wants to apply HVAC data to a different contractor challenge: customer acquisition. Instead of relying on broad demographics, the system analyzes hundreds of public and private data sources to map which households are most likely to buy a heat pump, solar, home battery, or efficiency upgrade — based on the characteristics of the home itself. 

Pink’s founders — Scott Rosenberg and Tal Chalozin — come from outside the HVAC world, having built data-driven platforms in media and streaming. Looking at HVAC, they saw an industry still relying on generic postcards and ad buys. Their pitch: If big data can personalize TV ads, why not use it to identify the homeowners most likely to need a heat pump? 

They’ve staked a bold claim: “transforming” the U.S. residential energy market. 

“Our mission is simple: to harness data and AI to help energy companies grow faster and accelerate residential electrification,” said Rosenberg. 

 

The Need for Data 

Marketing in HVAC has long lagged behind the sophistication of other industries, said Rosenberg. Contractors often spend heavily on ads that don’t reach the right homes. 

“HVAC contractors and home services generally are not today equipped with particularly good data or marketing tools, and so they struggle to understand who they've served,” Rosenberg said. “When leads or opportunities come in, they're not necessarily sure how to prioritize them. And when it comes to brand-new customer acquisition, they're forced to use a very generic set of tools — going into Facebook and picking off-the-shelf criteria that are really about the person and the behavior and not the physicalities of the home, or direct mail to everybody in the neighborhood.” 

Looking for quick answers on air conditioning, heating and refrigeration topics? Try Ask ACHR NEWS, our new smart AI search tool. Ask ACHR NEWS →

In cases like this, the inefficiencies add up quickly. While data about U.S. homes is available publicly, it’s not in a format that’s easy for the average contractor to use. That’s where Pink comes in, delivering instant intelligence on all 130M U.S. homes through a chat-style interface and enabling smarter, lower-cost campaigns.  

“That's the transformative moment,” said Rosenberg. “We think that data and AI can play in the HVAC market.” 

The power of software, said Chalozin, lies in its ability to layer new insights on top of the contractor’s institutional knowledge.  

“As you add more and more attributes, it starts to make an impact,” he said. “The same home with an 85-year-old couple and the same home with a 30- or 40-year-old couple with three kids will behave very differently.” 

 

The Data Sources 

Pink’s system draws from a vast web of public, private, and proprietary data.  

“A critical component of any AI-based system is a large, proprietary data set, and the energy market is no different,” said Chalozin. “By training AI models on many millions of real-world electrification outcomes in American homes, 257 can rapidly grow our clients' businesses and accelerate residential electrification.” 

“It's a lot about the property, the house itself,” Rosenberg explained. Then there’s demographic data about the people living in the house, weather data, utility information, real estate records, tax filings, the client’s own data, and private data sets that Pink licenses.  

“It's ultimately a mix of public data, private data, and then generated AI-created data that we are able to produce hundreds of data points per home,” he said. “We use that to then model or understand the energy consumption of all homes.” 

Chalozin gave an example of how the system synthesizes information. 

“Show me homes in California that do not have a battery or generator,” he typed into Pink’s chat-style interface. 

“This is coming from a real-time pull that we're doing from 1,700 utilities that fetch real-time data about every transformer and substation that we know is down,” he explained. “That allows us to walk back from the homes in that territory that most likely are out of power, and we do that every 10 minutes for every home in the country.” 

This blending of multiple sources makes it possible to create marketing lists that go far beyond generic demographics.  

“Let’s say you operate in Massachusetts,” Rosenberg said. “You can start by saying, ‘Show me homes with oil or propane or electric heat.’ These are homes that would be expensive to heat because they're truck fuels or resistance electric, but who don’t have a heat pump. Right here, out of the gate, we found 1.2 million homes and 2.2 million people — named people, email, phone, contact info — where those criteria applied.” 

From there, contractors can filter further.  

“Odds are, as a contractor, you don't service all of Massachusetts. You might filter this down. You might focus on, say, Boston. Now we're going to arrive at a much smaller audience — 31,000 homes, 35,000 people — and something that might be practical if that contractor is spending advertising dollars or sending emails for them to formulate a marketing campaign off of.” 

Pink doesn’t replace existing marketing tools, Rosenberg stressed, but plugs into them, swapping a new target audience for whatever channel a client is already using. Pink keeps the data private and sends out the ad itself to audiences across Meta, Google, connected TV, and direct mail. 

The analytics are free, and advertising is a performance-based model, so there is no upfront cost. 

“You can advertise to them, and we will charge you only if we brought you a customer that you did not have before,” Rosenberg said. 

 

Electrification Efficiency 

While the idea of filtering thousands of homes to find the most promising prospects might sound attractive to any contractor, Rosenberg said that Pink is best suited for businesses already investing in marketing. 

“We are primarily focused on organizations that have enough scale that they're thinking about marketing and operational efficiency,” he said. “For sure, manufacturers who run national and regional marketing programs, often in a cooperative fashion with preferred contractors. Distributors also often invest in marketing, again as an incentive to have their contractors buy from them versus another distributor. And then larger contracting groups, some of the private equity roll-ups, some of the larger regional players, entities that are spending real money … and they're really looking to drive efficiencies.” 

The goal: bringing customer acquisition costs down.  

“They want to get their customer acquisition cost from $2,000 or $3,000 to sell a heat pump down to $1,000 or $1,500,” Rosenberg said.  

Among Pink’s early successes are a heat pump manufacturer that identified hundreds of megawatts of winter peak savings potential in the Southeast from retrofitting homes to cold-climate heat pumps, and a community solar provider that increased sales by 26% while delivering a customer acquisition cost below $250. 

KEYWORDS: Artificial Intelligence (AI) energy efficiency upgrades Marketing and HVACR

Share This Story

Looking for a reprint of this article?
From high-res PDFs to custom plaques, order your copy today!

 

Maria taylor 400x400

Maria Taylor is Senior Managing Editor for The ACHR NEWS. Maria holds a bachelor’s in English from Alma College and has worked in journalism since 2013. Contact her at 248-786-1741 or mariataylor@achrnews.com.

Recommended Content

JOIN TODAY
To unlock your recommendations.

Already have an account? Sign In

  • HVAC-enrollment

    The Trades Are Back: HVACR Programs See Nearly 30% Enrollment Spike

    A new wave of future technicians is entering the pipeline.  
    News
    By: Matt Jachman
  • 2025 Top 40 Under 40

    2025 Top 40 Under 40 HVACR Professionals List

    The 11th annual Top 40 Under 40 list highlights those...
    HVAC Light Commercial Market
    By: Hannah Belloli-Oster
  • LG Ductless Mini-Split Systems

    The 9 Types of Heat Pumps

    As the U.S. moves toward electrification, heat pumps are...
    Heat Pumps
    By: Joanna R. Turpin
Subscription Center
  • Create an Account
  • Start a Subscription
  • Manage My Account
  • Sign Up for Newsletters
  • Visit Customer Service
  • Update Preferences

More Videos

Sponsored Content

Sponsored Content is a special paid section where industry companies provide high quality, objective, non-commercial content around topics of interest to The News audience. All Sponsored Content is supplied by the advertising company and any opinions expressed in this article are those of the author and not necessarily reflect the views of The News or its parent company, BNP Media. Interested in participating in our Sponsored Content section? Contact your local rep!

close
  • An illustration shows a house with a geothermal heating system. Pipes are depicted running underground.
    Sponsored byClimateMaster

    Residential Tax Credits Are Ending, But Demand Continues

  • Piggy Bank
    Sponsored byWatercress Financial

    Energy Prices, Inflation, and HVAC: What Today’s Homeowners Care About

  • Refrigerated Food
    Sponsored bySolstice Advanced Materials

    R-455A Refrigeration: A Cold Storage Solution for the Future

Popular Stories

price-raising-practices.jpg

Rising Costs Force Contractors to Take a Harder Look at Pricing

DOE-sign.jpg

HVAC Groups Support DOE’s Rulemaking to Cut Energy Efficiency Mandates

HARDI lolgo navy

HARDI Distributors' Sales Down Nearly 5% in May

Data-Center-Inspection.jpg

Can HVAC Train Enough Technicians for the Data Center Boom?

New-HVAC-Equipment.jpg

Amended Complaint Filed in HVAC Price-Fixing Lawsuit

View The ACHR NEWS
Centennial Anniversary Timeline

The ACHR News Timeline Chart
Submit a Letter
Submit a letter to our editors.

Events

November 6, 2025

Next-Gen Data Center Cooling: HVAC Innovation and Real-World Solutions

On Demand As AI workloads and high-density computing push traditional cooling methods to their limits, the data center industry is accelerating the adoption of next-generation HVAC technologies.

July 22, 2026

Designing VRF Systems Using A2L Refrigerant

In this session, we will cover how to design VRF systems for the U.S. market using new A2L refrigerants. These systems provide an advanced zoning solution by using inverter technology to deliver precise heating and cooling control across multiple zones and spaces.

View All Submit An Event

Poll

Summer Staff

Are you fully staffed for the summer season?
View Results Poll Archive

Products

BNI Mechanical/Electrical Square Foot Costbook, 2026 Edition

BNI Mechanical/Electrical Square Foot Costbook, 2026 Edition

See More Products
Designing Systems Using A2L Refrigerant - Free Webinar - 7/22/2026

Related Articles

  • The ACHR NEWS Podcast

    Uriah Matthews Discusses HVAC Marketing and Big Data

    See More
  • HVAC Q&A Episode 11: HVAC Marketing Do’s and Don’ts

    HVAC Q&A Episode 11: HVAC Marketing Do’s and Don’ts

    See More
  • Opinions

    Taking A New Perspective In HVAC Marketing

    See More

Related Products

See More Products
  • 0071829598.jpeg

    HVAC Equations, Data, and Rules of Thumb, Third Edition

See More Products

Related Directories

  • Big Rivers Marketing

    A Leading Manufacturers Representative covering Wholesale Channel Plumbing, Industrial, & HVAC Market in the states of NE, IA, IL, MO, & KS
  • HOBO Data Loggers

    HOBO data loggers provide reliable, accurate data for energy monitoring applications, including HVAC systems monitoring, building energy audits, measurement and verification, and building commissioning.
  • Big Ass Fans

    The preeminent designer and manufacturer of ceiling and vertical fans developed to provide significant energy savings and improve occupant comfort year-round.
×

Sign Up. Stay Informed.

The #1 trusted source for the HVACR industry since 1926

SUBSCRIBE
  • RESOURCES
    • Advertise
    • Contact Us
    • Advisory Board
    • Classifieds
    • Submit a Letter
    • Directories
    • Store
  • ACCOUNT CENTER
    • Create an Account
    • Start a Subscription
    • Manage My Account
    • Sign Up for Newsletters
    • Visit Customer Service
    • Update Preferences
  • SERVICES
    • Marketing Services
    • Reprints
    • Market Research
    • List Rental
    • Survey/Respondent Access
  • STAY CONNECTED
    • LinkedIn
    • Facebook
    • Instagram
    • YouTube
    • X (Twitter)
  • PRIVACY
    • PRIVACY POLICY
    • TERMS & CONDITIONS
    • DO NOT SELL MY PERSONAL INFORMATION
    • PRIVACY REQUEST
    • ACCESSIBILITY

Copyright ©2026. All Rights Reserved BNP Media, Inc. and BNP Media II, LLC.

Design, CMS, Hosting & Web Development :: ePublishing