Industry guide

Job notes, estimates and booking calls: the home service data AI labs buy

Home service companies record every job: the booking call, the tech's diagnosis, the options presented, and the follow-up. The Information reported data companies paying HVAC firms around $150,000, and the reason is that this record teaches AI agents real field service work.

Most of it already sits in ServiceTitan, Housecall Pro or Jobber, a phone system with call recording, and training binders. Buyers want the written trail of how your team actually does the work, so most owners lead with SOPs and training material, then add day-to-day records once personal details are dealt with.

AI Data Offers research deskChecked against our methodology Updated October 28, 2026 6 min read 12 sources
Key figure
23,241
Buyers' published range
$100K to $2M+
Time to a written offer
Days to 2 weeks
Owner time, per buyers
1 to 3 hours

01 / What buyers value

Records a buyer will look for at a home service company

  • Job history and tech notes

    Where it lives

    Field service software

    Why a buyer wants it

    Diagnosis to repair, in the tech's words

    Raise first

    Customer addresses

  • Estimates and option sheets

    Where it lives

    Field service software

    Why a buyer wants it

    Good, better, best choices and what sold

    Raise first

    Prices

  • Dispatch and scheduling

    Where it lives

    Dispatch board

    Why a buyer wants it

    Routing and priority decisions

    Raise first

    Tech identities

  • Booking call recordings

    Where it lives

    Phone system

    Why a buyer wants it

    How CSRs handle callers

    Raise first

    Customer voices and details

  • Training binders and scripts

    Where it lives

    Shared drive

    Why a buyer wants it

    How the company teaches the job

    Raise first

    Usually nothing

02 / Value

Putting a number on a home service company's data

No buyer publishes a price list by industry. What they do publish is a range for a whole company: micro1, Polyshares and Ventra each advertise deals from roughly $100K to $2M or more, and Pewter's licensing partner cites examples between $350K and $650K. Read those as the buyers' own marketing figures, not offers.

For a home service company of about 35 people, three things move the number most: how many years of history you have, how much of the work is written down in one place, and how cleanly client and employee details can be removed. Try the worth estimator for a range based on your size.

03 / Buyers

Which buyers take home service companies

On Troveo's intake form, the closest category ("construction and trades") sits in the second of its four demand tiers, which it describes as above-average demand. Polyshares accepts hvac, though it does not mark it as premium.

  • micro1

    Published size rule

    Asks for at least 30 staff, with no upper limit

    A 35-person home service company

    Fits at 35

  • Mode

    Published size rule

    At least 20 full-time US office employees, or 10 for accounting and 6 for law

    A 35-person home service company

    Fits at 35

  • Nyne

    Published size rule

    At least 20 W-2 staff in the US and three years of history

    A 35-person home service company

    Fits at 35

  • Pewter

    Published size rule

    At least 20 people and three years, with a higher bar in some sectors

    A 35-person home service company

    Fits at 35

  • Ventra

    Published size rule

    At least 30 US staff and three years of data

    A 35-person home service company

    Fits at 35

  • Endless

    Published size rule

    Around 30 people or more

    A 35-person home service company

    Fits at 35

  • Polyshares

    Published size rule

    No headcount floor; it weighs how deep the record goes

    A 35-person home service company

    No size floor

  • Mercor

    Published size rule

    Publishes no minimum

    A 35-person home service company

    No size floor

  • Troveo

    Published size rule

    Publishes no minimum (its calculator begins at 20)

    A 35-person home service company

    No size floor

Checked against a typical home service company of 35 people. Ask each buyer whether contractors and part-time staff count.

Some buyers pay us a referral fee. It never changes your price, and it never changes the order of our rankings.

04 / Typical week

What one ordinary week produces

  • Monday: a heat wave fills the board with no-cool calls.
  • Tuesday: a tech quotes a replacement with three options.
  • Wednesday: maintenance members booked for spring tune-ups.
  • Thursday: a callback traced to a misdiagnosis and noted.
  • Friday: CSR call reviews and a script update.

Illustrative. Multiply one week by every year you have kept, and that is the record a buyer is looking at. The written decisions matter more than the totals.

05 / Segments

Segments within home service companies

  • HVAC companies: Equipment histories, diagnostic notes and repair versus replace proposals are what AI buyers want from HVAC firms. Who buys and what to protect.
  • Plumbing companies: Emergency booking notes, camera inspections and repipe estimates are what buyers want from plumbers. Who buys plumbing data and how it works.
  • Roofing companies: Annotated inspections, insurance supplements and production notes from roofers are wanted by AI labs. Buyers, privacy and process.
  • Solar installers: Proposals, permits, interconnection files and inspection records are what buyers want from solar installers. Who buys and what Polyshares has published.
  • ServiceTitan data: Tech notes, booked calls, estimates and dispatch history in ServiceTitan are what AI buyers want. How to get it out and what to check first.
  • Jobber data: Client requests, quotes, job notes and text threads in Jobber are what buyers want from smaller service businesses. How to export and what to check.

06 / Process

How a deal works

  1. 1

    Check the fit

    Answer a few questions about headcount, years of records and the systems you use. No files change hands.

  2. 2

    Inventory call

    A buyer walks through what you hold and what it wants. Most say the owner spends one to three hours in total.

  3. 3

    Written offer

    Buyers usually send terms within days to two weeks: price, scope, term and whether the deal is exclusive.

  4. 4

    Clean and deliver

    Personal details are removed under the agreed method, then a copy is exported. Your originals stay where they are.

  • micro1

    What it asks for

    Procedures, internal wikis, project and task history, CRM activity

    Offer and payment

    Up to 30 days to review, then paid within 30 days of invoice

    Ask about

    Its master terms describe a perpetual license. It says it strips personal details "when relevant", so ask exactly how.

  • Ventra

    What it asks for

    Mainly inboxes, recorded calls and helpdesk tickets

    Offer and payment

    Offer in 3 to 7 days, then net 30 or 60

    Ask about

    Its terms warn it may be unable to erase data after delivery.

  • Polyshares

    What it asks for

    Inboxes, recorded calls, helpdesk tickets and ERP extracts

    Offer and payment

    Offer in 1 to 2 weeks, paid in 30 to 60 days

    Ask about

    Licenses are exclusive by default.

  • Pewter

    What it asks for

    Operating records for the industries on its list

    Offer and payment

    No fee to the owner, it says

    Ask about

    Launched October 2026 by a Florida sales agency. Its licensing partner, not Pewter, signs and pays.

In each buyer's own published words. Terms change, so confirm them in writing before you sign.

07 / Timing

If you are selling or winding down

A data license can sit alongside a sale or a wind-down. If you are selling the business, agree with the acquirer who keeps the right to license the archive. If you are closing down, keep the workspace and inboxes alive until a buyer has seen them. A closed company is not out of options: SimpleClosure reports more than 150 completed sales of shut-down startups' archives.

FAQ

Questions, answered

Do buyers want call recordings?

Several do. Ventra says call recordings are in high demand. They need the most cleanup because callers give names and addresses.

Which part of our data matters most?

Tech notes and estimates. They show how a problem was diagnosed and how the customer decided, which is hard to find anywhere else.

Is a 35-person home service company big enough?

9 of the 9 buyers in our size check take a home service company that size, going by their own published rules. Below 20 people your options narrow to the buyers with no stated minimum.

Do we lose our records if we license them?

No. A license gives the buyer a copy for agreed uses and your originals stay put. Read the term and deletion clauses closely: micro1's master terms describe a perpetual license, and Ventra warns it may be unable to erase data after delivery.

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Keep reading

Sources

Every number on this page links back to one of these.

  1. 1onetonline.org: 4.C.1.a.2.honetonline.org
  2. 2theinformation.com: Data labeling startups paying hvac companies 150 000 datatheinformation.com
  3. 3Troveo: Business data programtroveo.ai
  4. 4Polyshares: Sell company datapolyshares.com
  5. 5micro1: Company referral programmicro1.ai
  6. 6Beri: micro1 enterprise data partnerships, terms and risksberi.net
  7. 7Mode: Data program requirementsdata.mode.inc
  8. 8Nyne: Sell company datanyne.ai
  9. 9Pewter: Company data licensingpewterdata.com
  10. 10Pewter: Partner examplespewterdata.com
  11. 11Ventra: Company datajoinventra.com
  12. 12US Census Bureau: Statistics of US Businesses, 2022www2.census.gov

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