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AI adoption surveyCommercial serviceSeptember 2026

ServiceTitan survey finds 62% of commercial service contractors have tried AI and 15% of users report clear ROI

ServiceTitan polled 1,020 commercial MEP service firms in July. The 15% figure covers contractors using AI, a group the release never counts, so it could mean about 5% of the whole sample or about 9%.

Survey
2026 Commercial State of the Trades
Fielded
July 10 to July 28, online
Respondents
1,020 owners, executives and GMs
Run by
Thrive Analytics for ServiceTitan
Released
September 24, 2026

The 15% under each possible base

  • Clear ROI
  • Actively using or embedded, 33%
  • Piloted or deployed, 62%
  • Not yet
Reading one 5% of all 1,020 respondents report clear ROI Base: the 33% actively using or embedding AI, about 337 respondents
Reading two 9% of all 1,020 respondents report clear ROI Base: the 62% who have piloted or deployed AI, about 632 respondents

Each grid is the 1,020 respondents, one square per percent. Clear-ROI squares are 15% of the base named above each grid, as a share of the full sample. Source: ServiceTitan press release, September 24, 2026.

ServiceTitan released its 2026 Commercial State of the Trades report on September 24, 2026. Thrive Analytics ran the survey for ServiceTitan online from July 10 to July 28, polling 1,020 owners, executives and general managers at commercial service contractors, most of them mechanical, electrical and plumbing firms working on commercial buildings. ServiceTitan says 62% of those firms have piloted or deployed AI, and that 15% of the contractors using it report a significant positive impact with clear ROI. The workflows in question are service scheduling and dispatch, where respondents expect AI to matter most, and the invoicing and collection cycle that the same survey tracks.

What it does

62% have tried AI, and 33% use it across the business

The report covers the service side of MEP work, meaning maintenance agreements and repair calls. ServiceTitan sells field service and construction software and now describes its product as an agentic operating system for the trades, so the sponsor has a stake in the AI answers. (An agentic system is software that carries out a chain of steps by itself, for example booking a technician and then sending the invoice when the job closes.)

The full report sits behind a download form. This post works from the press release and the report's landing page, which carry the headline figures.

Two of the five AI answers rest on a base ServiceTitan did not publish

Asked of all 1,020 respondents

  • Have piloted or deployed AI62%
  • Actively using AI or have embedded it across the business33%
  • Name AI as a top technology priority33%

Asked of contractors using AI, count not published

  • Report a positive impact from AI59%
  • Report a significant positive impact with clear ROI15%
Share of respondents giving each answer, percent, 2026 Commercial State of the Trades survey, fielded July 2026. Hatched bars use the unpublished base. Source: ServiceTitan. Data (CSV)

Watch the bases. The first three rows cover all 1,020 respondents. The last two cover only "contractors using AI," and ServiceTitan does not say how many respondents that is.

These figures are most useful to a service manager choosing where to pilot a dispatch tool, or to a CFO weighing a software budget against cash flow. Respondents picked scheduling and dispatch (37%) and predictive maintenance (31%) as the areas where they expect AI to have the greatest impact. The release also names estimating, remote diagnostics and customer inquiries, without shares.

37% expect the biggest AI impact in scheduling and dispatch

  • Scheduling and dispatch37%
  • Predictive maintenance31%
Share of all respondents naming each area, percent, 2026. The release names three more areas without shares. Source: ServiceTitan. Data (CSV)

Evidence so far

The 15% covers somewhere between 5% and 9% of the full sample

The 15% figure depends on a base the release leaves open. There are two readings:

  1. 1

    If "contractors using AI" means the 33% who are actively using it or have embedded it, about 337 respondents, then 15% of them is about 5% of the full sample.

    5%
  2. 2

    If it means the 62% who have piloted or deployed it, about 632 respondents, then 15% is about 9% of the full sample.

    9%

Under either reading, fewer than one respondent in ten reported a clear return. The landing page does not restate the base.

“Only 15% can point to a clear, proven return on investment so far.”

ServiceTitan, report landing page

Against 2025

AI as a top technology priority rose from 15% to 33% in a year

The year-over-year comparisons come from ServiceTitan's annual survey of commercial service contractors, which drew on the same kind of MEP-heavy sample in May 2025. The 2026 release reports three of them.

Two of the three reported gains are large, and the third does not match last year's release

2025202615%33%AI a top technology priority+18 points28%40%Cash flow a top-three goal+12 points42%46%Most customers on agreements, unconfirmed+4 points 2025202615%33%AI a top tech priority+18 points28%40%Cash flow, top-three goal+12 points42%46%Agreements, unconfirmed+4 points
Share of respondents, percent, May 2025 and July 2026 surveys, as the 2026 release reports them. The dashed gray line is the comparison this post treats as unconfirmed. Source: ServiceTitan. Data (CSV)

Cash flow

40% now rank cash flow among their top three goals, up from 28%

So, on cash flow, 40% of respondents now rank improving cash flow among their top three business goals, up from 28% in 2025. Increasing net profit margins ranks first at 42%, and acquiring new customers trails at 29%.

Margins at 42% and cash flow at 40% lead the goals

  • Increase net profit margins42%
  • Improve cash flow40%
  • Acquire new customers29%
Share of contractors ranking each goal among their top three, percent, 2026. Source: ServiceTitan. Data (CSV)

82% invoice within three days, and 96% wait at least 15 days to be paid

The billing questions measure the time from finishing work to getting paid. Eighty-two percent send invoices within three days of completing work, yet 96% wait at least 15 days to be paid and 30% wait more than 30 days. The 2025 release reported averages instead, two days to invoice and 28 days to get paid, so the two years cannot be lined up question by question.

Day 0510Day 152025Day 303540Day 4582%Send invoices withinthree days of completing work96%Wait at least 15 daysto be paid30%Wait more than 30 daysto be paid2025 survey averagesreported as averages, not sharesinvoice, day 2paid, day 28 Day 0Day 15Day 30Day 4582%Send invoices withinthree days of completing work96%Wait at least 15 daysto be paid30%Wait more than 30 daysto be paid2025 survey averages, not sharesinvoice, day 2paid, day 28
Share of contractors, percent, by calendar days after completing work, 2026 survey. Bars mark the day window each question covers. The gray row shows the 2025 averages, which answer a different question. Sources: ServiceTitan 2026, ServiceTitan 2025. Data (CSV)

In the field

69% name warranty and agreement details as a top obstacle for technicians

The field questions describe records that are missing at the job. Sixty-nine percent cite warranty coverage and agreement details as a top obstacle for technicians. The 2025 release put the lack of fast access to warranty and service agreement data at 70%, parts availability at 57% and retrieving service and repair history on site at 55%. The 2026 release names parts and service histories as challenges and gives no shares for them.

Only the warranty figure can be compared, and it held near 70%

  • Warranty coverage and agreement details2025: 70%2026: 69%
  • Parts availability2025: 57%2026: no share given
  • Service and repair history on site2025: 55%2026: no share given

2025 release 2026 release

Share of contractors citing each obstacle, percent, May 2025 and July 2026 surveys. Sources: ServiceTitan 2025, ServiceTitan 2026. Data (CSV)

A second survey

ServiceTitan's March survey put measurable AI impact at 38%, up from 17%

ServiceTitan ran a separate survey this year of more than 1,000 commercial construction leaders at commercial building firms, released March 30, 2026. It reported that 38% of contractors saw measurable business impact from AI, up from 17% in 2025, with cost estimation and budgeting (24%) and bid management (22%) as the leading uses. Only 20% ran on a single platform. The samples differ, so the March figures describe a different population from the September ones.

A different population, a different question: 38% saw measurable impact

  • Report measurable business impact from AI38%2025:
  • Apply AI to cost estimation and budgeting24%
  • Apply AI to bid management22%
  • Run the business on a single platform20%

2026 2025, where reported

Share of commercial construction contractors, percent, March 2026 survey. Source: ServiceTitan, March 30, 2026. Data (CSV)

How to measure it on your projects

Record 90 days of first-time fix rate before a dispatch pilot starts

Scheduling and dispatch topped the list, so a dispatch pilot is where most respondents expect a return. Track first-time fix rate, the share of service calls closed on the first technician visit with no return trip for parts or information. It ties to the field obstacles in the survey, since a technician who arrives without the warranty terms or the unit's service history usually has to come back.

Capture the baseline before the pilot starts:

  1. Pull 90 days of closed work orders from your service system.
  2. Divide the calls closed on the first visit by all calls closed.
  3. Record the reason for every return trip.

Run the tool on one branch or one service agreement portfolio for the same 90 days, then compare the rate and the reasons. If the pilot is on invoicing, track calendar days from work completion to cash received for each invoice, and count how many cross the 15-day and 30-day marks the survey uses.

If your service system has no return-trip reason field today, add one on a single branch this month.

The data

All 23 survey answers on this page

Share of respondents, percent. Bars show 2026 on one scale; the dark tick marks 2025. Sources: ServiceTitan 2026, 2025, March 2026.
Answer20252026Bar
AI questions, 2026. The first three asked of all 1,020 respondents, the last two of contractors using AI (count not published) CSV
Have piloted or deployed AI 62%
Actively using AI or have embedded it across the business 33%
Name AI as a top technology priority 33%
Report a positive impact from AI 59%
Report a significant positive impact with clear ROI 15%
Where respondents expect AI to have the greatest impact, 2026 CSV
Scheduling and dispatch 37%
Predictive maintenance 31%
Changes ServiceTitan reports against its 2025 survey CSV
AI is a top technology priority15%33%
Improving cash flow is among the top three business goals28%40%
More than half of commercial customers are on service or maintenance agreements42%46%
Business goals, 2026 CSV
Increase net profit margins 42%
Improve cash flow 40%
Acquire new customers 29%
Invoicing and payment timing, 2026 CSV
Send invoices within three days of completing work 82%
Wait at least 15 days to be paid 96%
Wait more than 30 days to be paid 30%
Obstacles for technicians in the field CSV
Warranty coverage and agreement details70%69%
Parts availability57%n/a
Service and repair history on site55%n/a
ServiceTitan's March 2026 survey of commercial construction firms CSV
Report measurable business impact from AI17%38%
Apply AI to cost estimation and budgeting 24%
Apply AI to bid management 22%
Run the business on a single platform 20%

Caveats

Every figure here is self-reported. Respondents said whether AI helped, and nobody measured hours or dollars. The release gives no margin of error and does not say how Thrive Analytics recruited the panel.

The last two AI answers cover only contractors using AI, and ServiceTitan does not say how many respondents that is. The 2025 agreements comparison does not match last year's release. Treat the rise from 42% to 46% as unconfirmed.

Availability and cost

The full report, titled 2026 Commercial Service Market Report on ServiceTitan's site, is a free download after a registration form. The release does not give pricing for ServiceTitan's own AI features.