AI search is not one thing. It is three distinct engines – Perplexity, Microsoft Copilot, and Google AI Overviews – each pulling from different sources, applying different logic, and serving different users. Businesses that treat them as the same make the same mistake as businesses that once ignored mobile search: they fall behind quietly, with no alert and no second chance.
The good news is that preparing for all three does not require three separate strategies. It requires one disciplined approach to how your website is structured, how your content is written, and how clearly you signal expertise to machines that are doing the reading for your prospects.
Here is what you need to know about each engine and what you need to do.
What Each Engine Actually Does
Google AI Overviews
Google AI Overviews appear above organic results for many informational and commercial queries. Google generates these summaries using its own large language model, drawing primarily from pages it has already indexed and ranked well. If your site has strong technical SEO, authoritative content, and clear structured data, you already have a foundation here. The challenge is that AI Overviews can answer a question completely without sending the user to your site at all. Visibility without clicks is the new problem.
Microsoft Copilot
Copilot is integrated into Bing search, Edge, Windows, and Microsoft 365. It leans heavily on Bing’s index, which means Bing SEO is no longer an afterthought – it is part of your AI search strategy. Copilot is often used for research-style queries, comparison tasks, and longer-form questions. It cites sources, which gives well-optimized pages a chance to earn attribution. Business and enterprise users are a significant share of the Copilot audience, making it especially relevant for B2B companies.
Perplexity
Perplexity is a standalone AI search engine built around cited, sourced answers. It pulls from multiple indexes, gives inline citations, and is used by a technically sophisticated audience doing research. Perplexity tends to favor pages that are authoritative, well-organized, factually precise, and free of marketing filler. It does not reward keyword stuffing or vague positioning. If your site speaks in buzzwords and soft claims, Perplexity will pass you over for a competitor that gets to the point.
The One Prep List That Works for All Three
These engines have different architectures, but they share a core preference: they favor content that is clear, structured, credible, and specific. That alignment means you can prepare for all three with a single disciplined effort.
1. Get Your Schema Markup Right
Structured data is the clearest signal you can send to any machine reader. Schema markup for your organization, services, FAQs, reviews, and location tells AI engines exactly what your business is, what it does, and who it serves – without requiring any inference from the AI. An AI agent readiness audit confirms these signals are present and correctly formatted.
At minimum, your site should have:
- Organization schema with name, address, phone, and URL
- Service schema for each core offering
- FAQ schema on pages that answer common questions
- Review schema if you have documented ratings (TESSA carries a 5.0 rating on Google, and that data is surfaceable because it is structured)
Without schema, an AI engine has to guess. When it guesses wrong, it skips you.
2. Write Answers, Not Ads
AI engines do not respond to marketing copy. They respond to information. The question is whether your content actually answers what someone would ask, or whether it describes your business in flattering terms that carry no factual weight.
Practical rule: take any service page on your site and ask whether a knowledgeable editor at a trade publication would quote it. If the answer is no – because it is full of phrases like “cutting-edge solutions” and “we partner with you” – rewrite it. Replace claims with specifics. Replace vague positioning with factual descriptions of what you do and how you do it.
3. Build Topical Authority Around Your Core Services
A single strong page is not enough. AI engines look at the breadth and depth of coverage across your domain. A business that has one page about a topic signals thin expertise. A business that has a well-organized cluster of related, accurate, interlinked content signals a real authority.
Map your services to the questions your prospects actually ask. Write content that answers those questions specifically and factually. Link the cluster together with clear internal navigation. Do this for every core service, not just your homepage.
4. Establish and Maintain Your Bing Presence
Most businesses that have done Google SEO have neglected Bing entirely. With Copilot drawing from Bing’s index, that neglect now costs more than it used to.
Start with Bing Webmaster Tools. Verify your site, submit your sitemap, and check for any crawl or indexing issues that Bing is seeing but Google is not. The SEO fundamentals are the same – clean technical architecture, fast load times, authoritative inbound links, and accurate structured data – but you need to confirm that Bing is actually seeing your site and indexing it correctly.
5. Make Your Expertise Verifiable
All three engines are trying to assess credibility, not just relevance. They look at signals that indicate a real, trusted source: inbound links from credible domains, mentions in industry publications, documented credentials, and consistency of information across the web.
For TESSA, that means our Google Partner status, our IAAP-certified accessibility audit methodology, and our 2026 Vega Gold Award are worth more than any claim we could write on a page. Credentials that exist off-site and are verifiable carry weight that self-promotional copy never will.
For your business, ask what external sources validate what you say about yourself. Awards, certifications, press mentions, verified reviews – these are the signals that AI engines can cross-reference.
6. Keep Your Content Fresh and Factually Accurate
Perplexity in particular is sensitive to outdated or contradicted information. If your site has pages that assert things that are no longer true – old pricing, discontinued services, deprecated standards – those pages are liabilities, not assets. AI engines that surface inaccurate information will route around your site over time.
Do a content audit. Flag anything that is out of date. Update it or remove it. This is unglamorous work, but it is foundational to being cited reliably.
The Compounding Effect of Getting This Right Early
AI search is still in early adoption. This emerging discipline, often called generative engine optimization (GEO), rewards businesses that move early: those that establish strong, structured, authoritative content now will accumulate citation history, indexed authority, and AI visibility while competitors are still wondering whether this matters.
It matters. The shift from link-based results to AI-generated answers is well underway. The question is not whether to prepare – it is whether you prepare now or catch up later at a higher cost.
Frequently Asked Questions
Do Perplexity, Copilot, and Google AI Overviews each need a separate SEO strategy?
No. All three reward content that is clear, structured, credible, and specific. One disciplined approach – solid schema markup, factual answer-style writing, topical authority, and verifiable expertise – prepares your site for all three engines at once.
What is the single most important step to get cited by AI search engines?
Get your schema markup right. Structured data tells AI engines exactly what your business is and does, so they do not have to guess. Organization, service, FAQ, and review schema give the clearest signals.
Does Bing SEO still matter for AI search?
Yes. Microsoft Copilot draws heavily on Bing’s index, so verifying your site in Bing Webmaster Tools and confirming Bing indexes it correctly is now part of AI search strategy, not an afterthought.
What is GEO, or generative engine optimization?
GEO is the practice of structuring your website and content so generative AI engines can find, understand, and cite your business in their answers. It builds on strong technical SEO and adds the structured, factual signals AI engines rely on.
Ready to Find Out Where You Stand?
TESSA offers GEO audits that assess how your site is performing across AI search environments – what is working, what is missing, and what to fix first. If you are not sure whether Perplexity, Copilot, or AI Overviews are finding and citing your business, the audit will tell you.
Contact us to schedule your GEO audit. There is no pitch – just a clear-eyed look at where you are and what it takes to show up where your prospects are searching.
