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Gainsight Inc.

Search, Answer, and Generative Engine Optimization (SEO, AEO, GEO)

This article helps Admins optimize a Skilljar training site for search engines, answer engines, and generative AI tools in Skilljar.

Overview

Admins can make their public Skilljar training site easier to find in traditional search results, in direct answers such as Google AI Overviews, and in AI-generated responses from tools such as ChatGPT, Claude, Copilot, and Gemini. Skilljar was designed with search engine optimization (SEO) in mind, and many native platform features follow SEO best practices automatically.

To learn these concepts in a short, self-paced format, take the Gainsight University course, Use SEO and AEO to Get Your Academy Seen.

Learners can find content in more places than a ranked list of links. Learners and prospects read AI Overviews and ask chat tools that summarize and cite sources directly. Three related disciplines cover these channels:

  • Search Engine Optimization (SEO) ranks your pages in traditional search results, such as Google and Bing.
  • Answer Engine Optimization (AEO) gets your content selected as the direct answer in featured snippets, People Also Ask boxes, and AI Overviews.
  • Generative Engine Optimization (GEO) gets your content cited, quoted, or recommended inside answers from generative AI tools.

In short, SEO gets your page discovered, AEO gets your answer extracted, and GEO gets your brand recommended.

None of these replace the others. SEO remains the foundation, because content that search engines cannot crawl or understand does not perform in AEO or GEO either. The following table compares the three layers.

Layer Goal Where it appears
SEO Rank in results Search engine results pages (SERPs) on Google, Bing, etc.
AEO Be the direct answer Featured snippets, “People Also Ask” boxes, AI Overviews
GEO Be cited or recommended Answers from ChatGPT, Perplexity, Claude, Gemini, and Copilot

What Are SEO, AEO, and GEO?

Each discipline targets a different way people get answers, and each builds on the one before it. The following sections explain how they differ.

Search Engine Optimization (SEO)

SEO is the process of optimizing a website or online content to improve its visibility and ranking in SERPs on search engines such as Google and Bing. Ranking higher increases traffic to your Skilljar training site. For a learning management system (LMS), SEO matters because it:

  • Attracts new learners who find your courses through search instead of a direct link.
  • Improves user experience. Practices such as mobile-friendliness, fast load times, and clear titles also benefit the learners who arrive.
  • Establishes credibility, because strong rankings signal that your organization is an authoritative source.
  • Boosts engagement and retention by helping the right learners find the right content quickly.

Answer Engine Optimization (AEO)

AEO structures content so an engine can extract it and present it as a direct answer, often without a click. This includes featured snippets, Google AI Overviews, and voice assistants that read out a single answer instead of a list of links.

AEO relies on a question-and-answer format: short, direct answers of roughly 40 to 60 words near the top of a page, headings phrased as questions, and FAQ page schema markup that identifies which text answers which question. For your catalog and landing pages, this means adding frequently asked questions (FAQ) sections and writing concise course descriptions that answer what a learner will gain.

Generative Engine Optimization (GEO)

GEO optimizes content for being cited, quoted, or recommended inside an AI-generated response. They combine several sources into one answer and decide, source by source, whether to cite it. GEO favors content that is:

  • Clear and well structured: One idea per section, under a logical heading hierarchy, lets a tool lift a passage out of context and still have it make sense.
  • Authoritative and evidence-backed: Specific facts, statistics, and named sources carry more weight than vague marketing language. Repeating keywords does not help.
  • Consistent in naming: Describe your organization, product, and courses the same way across your site, knowledge base, review sites, and social profiles, so AI systems build one clear picture of who you are.
  • Fresh: AI tools favor recently updated, accurate information. Outdated pricing, screenshots, or statistics weaken credibility.

Retrieval-Augmented Generation (RAG)

Many AI answer tools use Retrieval-Augmented Generation (RAG). Instead of relying only on what a model learned during training, the tool retrieves relevant chunks of text from the web or a private knowledge base and passes them to the model to write a grounded answer.

You do not need additional RAG-specific configuration for a public Skilljar site. AI tools often retrieve information from individual sections rather than entire pages. Using short sections with descriptive headings makes your content easier for these tools to find and reference.

Web Accessibility and Search

Web accessibility plays a key role in SEO, AEO, and GEO. Accessible markup, such as proper heading structure, alt text, and descriptive links, is what search crawlers, answer engines, and AI retrieval systems rely on to understand and extract your content.

What Skilljar Does Automatically

Skilljar handles several fundamentals for you without any configuration. The following features support your search visibility:

  • Titles and short descriptions, shown by default on catalog page tiles.
  • Canonical tags, added to all course detail and curriculum pages. Canonical tags tell search engines which version of a page is the source of truth, which avoids duplicate-content issues.
  • Lazy loading of course images. Images below the fold load only as the user scrolls, which improves page speed.
  • Content delivery network (CDN) for images, SCORM packages, and download files, so they load securely and quickly worldwide.
  • Cookie management and theming. Code snippets let you adjust how pages load. For details, refer to the Adding Web Analytics, Conversion Tracking, Completion Tracking or Custom Javascript article.

Make Your Academy Discoverable by AI

Skilljar includes an AI Discoverability setting that supports GEO and controls whether AI crawlers can index each domain. It manages your robots.txt AI-crawler rules and the llms.txt catalog index for you.

For more information on how to turn it on, how to verify your configuration, what llms.txt contains, and what to expect afterward, refer to the Make Your Academy Content Discoverable by AI article.

Note: Consider your organization’s content-sharing policies before enabling AI crawler indexing. Some organizations may prefer to restrict third-party AI tools from accessing and summarizing training content.

What You Can Do in Your Skilljar Platform

Beyond AI Discoverability, you can take several other steps within Skilljar to improve visibility. The following sections cover deep links, the sitemap, robots.txt, and structured data.

Deep Link Your Content

Skilljar supports deep linking, so your marketing site or emails can link directly to:

  • Your home catalog page
  • Any catalog page, path, plan, or course detail page

Deep links give search engines and AI crawlers more specific, indexable entry points than a single homepage.

Use the XML Sitemap

A sitemap is a file that lists the pages, videos, and other files on your site and the relationships between them. Search engines read this file to crawl your site more efficiently. Keep the following in mind:

  • Skilljar does not generate the sitemap from your catalog, so it does not update when you publish or update a course and can become outdated.
  • The Scanning User tool exports and crawls every page in your training domain, so you can use the output in other tools.
  • That output includes lesson-level URLs, but Google cannot access them directly because bots cannot get past the authentication page. The exception is a domain with registration turned off.
  • Submitting the sitemap URL in Google Search Console still helps, because it makes Google aware of your page structure even where it cannot crawl past a login wall.

IMPORTANT: The /sitemap.xml file returns a 404 error for all requests, including Google, while AI Discoverability is turned off. If you rely on your sitemap for SEO, turn on AI Discoverability for that domain. For steps, refer to the Make Your Academy Content Discoverable by AI article.

Manage Your robots.txt File

The robots.txt file tells crawlers which pages they can and cannot access. It should also include the location of your XML sitemap. The sitemap tells search engines about the full structure of your site, and robots.txt tells them which parts to crawl.

AI Discoverability manages the rules for the 14 known AI crawlers, so do not hand-edit AI-crawler rules into robots.txt. To customize everything else, such as rules for traditional search crawlers or custom crawl rules, contact your Customer Success team or Skilljar Support.

Add Structured Data

Schema markup, also called structured data, is code that uses a standardized vocabulary to describe the elements of a page. For example, schema on a recipe page lets search engines show the cooking time and ingredients directly in results.

FAQ page and Article or Course schema are among the most effective additions for AEO and GEO. They identify which block of text answers which question, which is the format featured snippets and AI answer tools prefer. Consider adding FAQ page schema to catalog and course landing pages that include a short question-and-answer section.

What You Can Do Outside Skilljar

Some of the most useful steps happen on other platforms. The following sections cover Google tools and off-site authority.

Use Google Search Central Tools

Claim your domain with the HTML Tag verification method. Add the meta tag from Google Search Console to the Global Head Snippet in the theme applied to your domain. The tag tells Google that you own the domain.

You can also use Google Search Console to trigger a crawl of the domain, so Google picks up new or updated content. A web crawler discovers visible content, such as catalog pages, paths, plans, and courses.

Learn more:

Build Off-Site Authority

Generative engines weigh authority signals heavily when they decide what to cite. Backlinks, consistent mentions of your organization across the web, and reviews or third-party write-ups all contribute. Unlike traditional SEO, generative tools often pull from comparison pages, review sites, community forums, and documentation as often as from your own marketing pages, so your presence across that wider ecosystem matters.

Best Practices for SEO, AEO, and GEO

Most content practices support all three disciplines at once. The following table lists the practices that matter most and why.

Practice Why it matters
Answer-first content A concise answer of roughly 40 to 60 words near the top of a page supports snippet extraction and gives generative tools a passage to quote.
Question-based headings Headings such as “What is X?” and “How do I do Y?” match how people phrase queries to search engines and AI tools.
FAQ sections with FAQ page schema Schema markup tells engines which text answers which question.
Consistent entity names The same names for your organization, product, and courses everywhere build a consistent picture for AI systems.
Specific evidence Statistics and named sources perform better than vague claims in generative answers.
Comparison content Comparison tables and “X versus Y” pages perform well when AI tools compare options.
Crawl accessibility A clean site structure, descriptive URLs, an up-to-date sitemap, and a robots.txt file that does not block the crawlers you want to reach help every engine read your content.
Fast load speed and good user experience Load speed is a ranking factor for SEO and a trust signal for AEO and GEO.
Freshness AI tools use various criteria to rank content, and content freshness is one of the key factors that influence its visibility.
Backlinks and deep links They improve rankings and reinforce the authority signals that generative engines weigh.

The following sections give more detail on the SEO fundamentals. If you are not sure where to start, consider working with a digital marketing agency or SEO specialist to build a strategy for your training site and audience.

Make Your Site Crawlable

Crawlability describes how readily search engine bots can access and read your pages. To support it:

  • Site architecture: Organize pages in a clear hierarchy and link them together logically, so bots can follow links from page to page.
  • URL structure: Use descriptive URLs with keywords that reflect each page. Avoid complex URLs with many parameters or numbers.
  • Sitemap: Keep your sitemap current and include every page you want indexed.
  • robots.txt file: Keep the file current and confirm that it does not block pages you want crawled.

Write Content That Answers the Query

Content that answers what the searcher is asking is one of the most important ranking factors. To write it:

  • Research the search query and identify what the searcher wants, using keyword research tools.
  • Write unique, informative content that answers the query clearly and concisely.
  • Use descriptive titles and meta descriptions that match the content.
  • Include relevant keywords in natural language. Do not stuff keywords.
  • Link to related content for readers who want more depth.

Choose Keywords

Keywords help search engines understand your content and its relevance to users. To choose and use them well:

  • Research keywords with tools such as Google Keyword Planner, Ahrefs, or SEMrush.
  • Focus on long-tail keywords, which are more specific and face less competition. For example, target “best running shoes for women” instead of “shoes.”
  • Place keywords in the page title, meta description, headings, and body text.
  • Add relevant keywords to image and video file names, alt text, and captions.
  • Monitor keyword rankings, traffic, and engagement in Google Analytics, and adjust your strategy accordingly.

Improve Page Experience

A fast, well-organized site serves both learners and crawlers. Consider the following strategies:

  • Send customers and prospects to separate domains or pages. For example, a landing page with high-level learning loads faster on mobile than a full course curriculum with quizzes and certifications. Skilljar can automatically send non-customers to a separate experience, so your prospect page speed is fully optimized.
  • Size images correctly, follow image formatting best practices, and use catalog pages instead of adding all content to the landing page.
  • Apply what you learn from optimizing your own website to your academy.

Earn Backlinks and Deep Links

Authoritative backlinks and deep links improve visibility and rankings. To earn them:

  • Research your topic and link to authoritative sources.
  • Publish original content that offers new data, a fresh perspective, or a unique solution.
  • Include relevant, high-quality images, videos, and infographics.
  • Use internal and external links to add context and credibility.
  • Promote your content on social media, forums, and other platforms, and reach out to others in your field to encourage links.
  • Monitor your backlinks with tools such as Ahrefs or Moz to learn which content resonates.

Write Titles, URLs, and Descriptions That Earn Clicks

The title, URL, and description together determine whether a searcher clicks your result. To optimize them:

  • Write a title that reflects the page content and includes your primary keyword.
  • Keep URLs short and readable, with hyphens between words.
  • Write a meta description that summarizes the page, includes the primary keyword, and ends with a call to action.
  • Use structured data to qualify for rich snippets that show extra information, such as ratings or pricing.
  • Run A/B tests on titles and descriptions to compare click-through rates (CTR).
  • Keep titles, URLs, and descriptions relevant to the page. Mismatched expectations send searchers back to the results page, which can harm rankings.

Frequently Asked Questions

Why do canonical tags not exist on catalog pages?

Skilljar applies canonical tags at the course level, where they prevent duplicate-content issues and point search engines to the preferred version of a page. Catalog pages aggregate multiple courses, which makes canonicalization less straightforward, and this is common. Gainsight recommends the following alternatives:

  • Submit a sitemap.xml to Google Search Console to help search engines discover and prioritize the right pages.
  • Use unique structured metadata and internal links on catalog pages.

Can page content (HTML) be scanned for SEO, AEO, and GEO?

Yes. Search crawlers, answer-engine crawlers, and generative AI crawlers all read standard HTML page content, assuming no noindex tag or login restriction blocks them.

Will course curriculum pages be indexed with the auto-registration code snippet applied?

Yes, if the course page is publicly accessible, even with reg=1 in the URL. Search engines index the page content, including the long description. The reg=1 parameter only registers learners automatically when they click the course tile. It does not block crawlers.

Does GEO require a special setup that Skilljar does not support?

No. The AI Discoverability setting handles AI-crawler access and the llms.txt index. Beyond that setting, GEO depends on content choices you control, such as structure, FAQ schema markup, consistent naming, and current short descriptions.

Do I need to do anything about RAG?

No. RAG is a retrieval technique behind many AI tools, not a separate optimization channel. Short sections with descriptive headings are retrieved and cited more reliably than long, unstructured pages.

Can AI crawlers read lessons in an open course that does not require registration?

Yes, as long as robots.txt does not block them. Anonymous visitors, including bots, receive the full lesson page rendered on the server. Keep the following in mind:

  • Text lessons and the Summary field are fully readable.
  • Video lessons expose the video player and any Summary text. The video itself is not text, so crawlers cannot read it.
  • Learner analytics are not tracked for open-access courses.
  • A closed access period blocks anonymous access.