A roofer in Wall asked me last week why his phone had gone quiet. His map pack ranking was the same. His clicks were down 40 percent. I pulled up his top-five money keywords and saw what I expected: every one of them now opened with an AI Overview that answered the question, cited three competitors, and pushed the organic results off the first screen entirely. He wasn't ranking lower. He was getting eaten by an answer he wasn't in.
Updated July 2026: step zero for any of this is confirming the AI crawlers aren't blocked from your site in the first place. Here's how to check if your website is blocking ChatGPT in 5 minutes.
This is the shift contractors are getting hit by in 2026 and most of them don't see it yet. Google's AI Overviews are no longer experimental. They show on roughly 70 percent of informational searches now and they're spreading into commercial intent fast. "How much does a roof replacement cost in NJ" is an AI Overview. "Cost to replace gutters in Toms River" is an AI Overview. "Best siding for coastal homes" is an AI Overview. The user gets the answer at the top of the page and clicks one of the cited sources, not position three of the blue links. If you're not in the citations, you're not in the conversation.
The good news: getting cited isn't a black box. We've been watching what actually pulls citations across contractor sites in our portfolio for the last six months, and a clear pattern is emerging. Here's what's working.
Why AI Overviews Are Different From Traditional SEO
Before the playbook, the mental model. AI Overviews don't rank pages. They synthesize an answer from sources and link to the sources they pulled from. That changes what you optimize for.
Traditional SEO optimizes a page to rank for a query. The page is the unit. The user clicks the page, lands, reads.
AEO (answer engine optimization, the working term for this) optimizes a passage on the page to be extractable as the answer. The unit is no longer the page, it's the paragraph. Google's AI reads the page, pulls the cleanest passage that answers the question, and cites the source. The user reads the answer, then clicks the source if they want more.
This means two pages can rank similarly in classic SEO but have very different AI Overview citation rates, because one of them has extractable passages and the other has prose that meanders before getting to the point.
If you've already read our AI SEO revolution post, this is the operational layer. That post laid out why the shift is happening. This one is what to do about it on a contractor site.
What's Actually Pulling Citations on Contractor Sites in 2026
We've watched a few hundred contractor pages across roofing, cleaning, tile, landscaping, and HVAC accumulate or lose AI Overview citations over the last six months. Here's what consistently shows up on the cited pages and consistently doesn't on the uncited ones.
1. A Direct Answer in the First Two Sentences
The single highest-leverage change. The AI is looking for an extractable answer. If your first paragraph is a story about a customer named Brenda, it has nothing to extract. If your first paragraph directly answers the question, in two sentences, in plain language, you've handed the AI exactly what it wants.
Example. The query "how much does a roof replacement cost in Ocean County NJ" gets cited by pages whose first paragraph reads: "A roof replacement in Ocean County, NJ runs $9,000 to $24,000 in 2026, depending on roof size, pitch, shingle line, and tear-off scope. Most single-story ranches in Forked River or Lacey land in the $10,000 to $14,000 range." That's it. The AI lifts the answer, cites the source, the user clicks for the breakdown.
The pages that don't get cited start with "Replacing your roof is a major decision..." and they're invisible to the model.
2. Real, Specific Numbers and Local References
Generic content competes with the entire internet. Specific content competes with whoever else is local and specific, which is usually no one. The cited pages we see all share three traits:
- Real price ranges with reasons for the variance. Not "every roof is different." A range plus what moves you within the range.
- Real local town names tied to real facts. "Forked River and Lacey ranches average 1,800 square feet." Not "homes in your area vary."
- Real material specs and standards. GAF Timberline HDZ, R-49 attic insulation, 0.42 DCOF on wet barefoot floors. The model trusts pages that handle the technical layer honestly.
The pages that get cited read like they were written by someone who actually does the work. The pages that don't read like they were written by someone selling SEO services to someone who does the work.
3. Speakable Schema on Answer Blocks
Speakable schema marks specific passages of a page as the answer Google can read aloud. The CSS selectors (h1, [data-speakable], .speakable) tell the AI exactly which sentence is the extractable answer.
Almost no contractor sites deploy this. The ones that do, in our portfolio and outside it, get cited at noticeably higher rates. The implementation is one block in your structured data and a data-speakable attribute on the answer paragraph. It's a half-day of work that very few contractors have done.
4. FAQPage Schema on the Money Questions
The other schema that consistently shows up on cited pages is FAQPage. The model loves a question-answer pair because it's already in the format the answer engine outputs.
The trick is putting the FAQ schema on the questions people actually ask, not the questions you wish they'd ask. "How much does it cost" beats "what makes us different" every time. We covered the wider schema setup in our seven types of schema markup post, and FAQPage and Speakable are the two with the most direct AI Overview impact.
5. Question-Shaped H2s
The AI is searching for the question on your page. If your H2 is "Our Process," it's not findable. If your H2 is "How long does a roof replacement take?", you've handed the model the exact phrasing of the query. The cited pages we see use question-shaped headings throughout, with the answer in the first paragraph under each heading.
This is also good for users. Question-shaped headings make scannable content. The AI optimization is a side effect of writing more clearly.
6. AI Crawler Allowlisting in robots.txt
This one most contractors miss entirely. Google's AI Overviews are powered by Googlebot, which you've already allowed. But Bing's Copilot search powers ChatGPT search, Perplexity has its own crawler, and Anthropic, OpenAI, and Google all run separate user agents for AI training and citation.
If your robots.txt blocks GPTBot, OAI-SearchBot, PerplexityBot, ClaudeBot, Google-Extended, or Bingbot, you are invisible to those AI engines. We see this on a lot of sites that copied a robots.txt template from a "block AI scrapers" blog post in 2024 and never revisited it.
The honest call in 2026: allow these crawlers explicitly. Visibility in AI engines is a citation channel you can't be in if you're blocking the spider.
7. llms.txt for Direct AI Discovery
The llms.txt convention is the AI-era equivalent of a sitemap, a single Markdown file at the root of your site that points AI crawlers to the most useful content with clean summaries. It's not a standard yet but the major AI engines are reading it where it exists. We deploy a /llms.txt and a fuller /llms-full.txt on every contractor site we build, and the citation rates on the sites with it are higher than the sites without.
Cheap to add, no SEO downside, real AEO upside. Worth the hour.
What's Not Working (And Will Waste Your Time)
While we're here, the things people are pitching contractors that don't move the needle on AI citation:
- "AI-friendly content" that's the same SEO content with a bullet list jammed in. The AI doesn't care about your bullets. It cares about whether the first paragraph answers the question.
- Massive AI-generated content dumps. Google's helpful content system penalizes thin AI content, and the AI Overviews don't cite low-trust sources. Publishing 200 mediocre pages is now an active SEO downside, not just neutral.
- Schema-stuffing without the matching content. FAQ schema with empty answers, Speakable schema on pages with no extractable answer, Review schema with no real reviews. The model can tell.
- Trying to game citations with EEAT signals you don't have. The fix for trust signals is to actually have them: a real author bio, real credentials, real reviews, real local presence. Faking it doesn't pull citations and might cost you in the regular index too.
The 90-Minute AEO Pass for a Contractor Site
If you want a practical checklist to run on your own site this afternoon, here it is.
- Pick your five money pages. Homepage, top three service pages, and your highest-traffic blog post. AI Overviews show on commercial queries now, so the service pages matter.
- Rewrite the first paragraph of each. Direct answer to the question the page is targeting, in two sentences, with a real number or specific fact. Move the story below the answer.
- Convert the H2s to questions. Take every section heading and rewrite it as a question the user might type into Google. Put the answer in the first sentence below the heading.
- Add Speakable schema. Mark the answer paragraphs with
data-speakableand add the Speakable specification to your existing structured data. Cite the CSS selectors explicitly. - Add FAQPage schema with real questions. Pick the five questions your customers actually call to ask. Put them in FAQPage schema at the bottom of the relevant page.
- Update robots.txt. Allow GPTBot, OAI-SearchBot, PerplexityBot, ClaudeBot, Google-Extended, and Bingbot explicitly.
- Drop in llms.txt and llms-full.txt. Single Markdown files at the root, summarizing the site and pointing to the canonical answers.
Done in a focused afternoon. The citation rate on those five pages will start moving inside 30 days.
The Honest Long Game
AI Overviews are not the death of local SEO for contractors. The map pack still drives phone calls. Reviews still drive trust. A fast, well-built site still ranks. But the informational and pre-purchase research traffic that used to land on contractor blog posts and stay long enough to convert is now landing on Google's AI Overview, reading the cited answer, and clicking through only if the cited source looks credible. If you're not the cited source, you're not in the funnel.
The contractors who win the next two years are the ones who treat their site as the source the AI cites, not just the page the user lands on. The work is concrete, the implementation is straightforward, and almost no contractors are doing it yet. That gap is the opportunity.
If you want us to take a look at your site, reach out. We'll tell you whether your money pages are extractable, whether your robots.txt is blocking the AI crawlers, and what a real AEO pass would look like on your specific business. We do this work for contractors and service businesses across NJ and we're not interested in dressing up the same SEO retainer as something new. Either the work moves the needle on citations or we'll tell you it won't.