Benchmark
How Much Traffic Are LLMs Sending Home Services Contractors?
Q1 2026 data from 707 contractors on the SearchLight platform

One of the most frequently asked questions we get at SearchLight is about AI search and if it's actually sending leads to contractors? The answer, based on Q1 2026 data from 707 home services contractors on the SearchLight platform, is yes, but it is still small, and the nuance matters more than the headline number.

LLM Leads (Q1)
2,335
across 707 accounts
LLM as % of Organic
1.74%
growing month over month
Closed Revenue
$1.04M
from LLM-referred leads

In Q1 2026, LLM-referred traffic, leads arriving from ChatGPT, Google Gemini, Microsoft Copilot, Perplexity, and Claude, accounted for 1.74% of organic search volume across the SearchLight network. That produced 2,335 leads, 784 booked appointments, and $1.04 million in closed revenue.

The criticism we hear is that these numbers are too low to matter. And at the median, where the typical contractor received 2 LLM leads in the entire quarter, that criticism is fair. But the trend line and the top of the distribution tell a different story.

Monthly Trend: LLM Traffic Is Accelerating
Jan
730
1.65% of organic
Feb
663
1.61% of organic
Mar
942
1.93% of organic

LLM leads grew 29% from January to March. February dipped 9% before March surged 42%. The number of accounts receiving at least one LLM lead also increased, from 371 in January to 480 in March, a 29% increase in the breadth of LLM-referred traffic.

As a share of organic, LLM traffic moved from 1.65% in January to 1.93% in March. That is a small number. It is also the kind of number that compounds. If the January-to-March growth rate holds, LLM traffic will exceed 3% of organic by Q4 2026.

Market Share by LLM

ChatGPT dominates with 83% of all LLM-referred leads. Google Gemini is a distant second at 8%, followed by Perplexity (4.3%), Microsoft Copilot (4.1%), and Claude (0.9%). This mirrors the broader consumer adoption curve. ChatGPT has the largest user base and the most direct integration with search-like behavior.

Google Gemini's 8% share is worth watching. As Google continues to integrate AI into search results (AI Overviews, Gemini-powered SGE), the line between "organic search" and "AI-referred traffic" will blur. Some of what we currently classify as Google Organic may already be influenced by AI-generated results.

Lead Quality: LLM vs. Organic
Channel Leads Book Rate Pay Rate Closed Revenue
All LLM 2,335 33.6% 15.2% $1,035,051
ChatGPT 1,932 32.8% 15.0% $794,615
Google Gemini 187 39.0% 16.6% $110,486
Microsoft Copilot 95 41.1% 18.9% $68,023
Perplexity 100 31.0% 15.0% $59,559
Claude 21 33.3% 14.3% $2,368
Organic Search 134,080 43.2% 23.0% $75,520,488

LLM leads convert at a lower rate than organic. The book rate for LLM-referred leads is 33.6% compared to 43.2% for organic searchma 10-point gap. The paying customer rate follows the same pattern: 15.2% for LLM vs. 23.0% for organic.

This makes sense. A searcher who types "plumber near me" into Google has clear service intent. A user asking ChatGPT "who's a good plumber in Dallas" may be earlier in the research process, comparing options, or not yet ready to book.

That said, LLM leads are still converting. A 33.6% book rate and $1 million in closed revenue across one quarter is not noise. These are real customers finding contractors through a new channel.

One notable detail: Microsoft Copilot has the highest book rate at 41.1% and the highest paying customer rate at 18.9%, approaching organic-level quality, though on a small sample of 95 leads.

The Distribution Problem

The biggest challenge with LLM benchmarks is that the data is not evenly distributed. The median contractor received 2 LLM leads in all of Q1. At the 90th percentile, that number jumps to 7 leads. The top account received 37 leads.

Metric Median 75th 90th Max
LLM Leads per Account 2 4 7 37
LLM as % of Organic 2.38% 4.35% 7.77% 23.19%

For most contractors, LLM traffic isn't high volume yet based on this sample data. But for the top 10% of accounts, LLM traffic represents 7.8% or more of their organic volume. And at the very top, one contractor saw LLM-referred leads reach 23% of their organic search volume in Q1.

The Top Performer

One contractor in the SearchLight network received 23% of their organic lead volume from LLM referrals in Q1 2026. For every 4-5 leads that came through Google organic search, one additional lead came through an AI chatbot. At that ratio, LLM traffic is not a curiosity. It is a meaningful acquisition channel.

Why do some contractors get 20x more LLM traffic than others? We do not have a definitive answer, but the pattern suggests that contractors with strong branded presence — those who show up in local directories, review sites, and content that LLMs train on are more likely to be recommended by AI. It's also based on search demand from the LLMs themselves and it is possible some markets have a population who is more actively using LLMs than others.

What This Means

LLM traffic to home services contractors is real, growing, and generating revenue. It is also small, 1.74% of organic, and heavily concentrated among a subset of contractors.

The honest framing is this: LLM traffic is growing but is still not yet a meaningful revenue generator on average. The trajectory,29% growth in a single quarter, expanding from 371 to 480 accounts receiving leads, reinforces our instincts about the rise of AI and how it will impact home service businesses from a customer generation perspective.

We will update this benchmark quarterly as the dataset grows. Sometimes new technology adoption happens slowly then suddenly, so you'll want to continue to watch this consumer behavior trend closely!

Data Source
SearchLight LLM Traffic Benchmark · Q1 2026 (January – March) · 707 home services contractors · LLM channels tracked: ChatGPT, Google Gemini, Microsoft Copilot, Perplexity, Claude · Organic comparison includes Google Organic, Bing Organic, and Yahoo Organic · Lead quality metrics (book rate, pay rate, revenue) derived from CRM-attributed data

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