Category: Technical SEO

  • 7 Key Differences Between AEO vs GEO vs LLMO SEO in 2026 (And How to Win All Three)

    7 Key Differences Between AEO vs GEO vs LLMO SEO in 2026 (And How to Win All Three)

    Search behavior has changed more in the last three years than it did in the previous 10 years . People no longer rely only on the blue links. They ask questions inside AI chatbots, browse AI-generated summaries, and expect instant answers without clicking ten pages, which is why AEO vs GEO vs LLMO SEO has become central to how modern content is discovered and ranked.

    This shift has created three new optimization approaches that marketers are actively discussing:

    • Answer Engine Optimization
    • Generative Engine Optimization
    • Large Language Model Optimization

    Together, they are shaping what modern SEO looks like in 2026.

    Understanding how these models work — and how they connect — is now essential for brands that want visibility in Canada, especially in competitive regions like Toronto, Hamilton, and across Ontario.

    This guide explains what each framework means, how they differ, and how to build one practical system that supports all three without wasting time or budget.

    What Is Answer Engine Optimization (AEO)?

    AEO vs GEO vs LLMO
    Answer Engine Optimization

    Answer Engine Optimization (AEO) primarily aims to help search engines retrieve direct and concise answers from the content you provide .

    Instead of only ranking pages, Google and other platforms now aim to present immediate responses through featured snippets, People Also Ask boxes, and voice assistants.

    AEO is about:

    • Clear definitions
    • Short explanatory paragraphs
    • Structured questions and answers
    • Easy-to-scan formatting

    When done correctly, AEO allows your content to become the “answer source” for common questions.

    Businesses that benefit heavily from AEO include service providers, local businesses, and companies targeting high-intent informational queries.

    What Is Generative Engine Optimization (GEO)?

    Generative Engine Optimization
    Generative Engine Optimization

    Generative Engine Optimization (GEO) examines how AI chooses content for summarization along with reference and citation in AI summaries and generative search results across the Search engine .

    Instead of pulling one short answer, these systems analyze multiple sources and combine insights.

    GEO prioritizes:

    • Depth of content
    • Demonstrated expertise
    • Topic coverage
    • Freshness and accuracy

    Strong GEO content often appears as part of AI-generated summaries rather than just traditional rankings.

    What Is Large Language Model Optimization (LLMO)?

    Large Language Model Optimization
    Large Language Model Optimization

    Large Language Model Optimization is about influencing how conversational AI tools understand and reference your brand, services, and expertise.

    Rather than optimizing pages alone, LLMO focuses on:

    • Entity clarity
    • Consistent terminology
    • Mentioning the brands various authoritative platforms
    • Original insights and frameworks

    When LLMO is done well, AI systems confidently describe your business and include you in long-form responses.

    Why These Three Are Still SEO (Not Replacements)

    AEO, GEO, and LLMO do not replace SEO.

    They extend it.

    Technical SEO, on-page optimization, internal linking, and site performance still matter. These latest approaches simply ensure that your content perform well across modern discovery channels , including AI-driven surfaces.

    Think of them as layers:

    SEO → Foundation

    AEO → Structure

    GEO → Authority

    LLMO → Semantic Understanding

    Together, they create durable visibility.

    AEO vs GEO vs LLMO: Quick Comparison Table

    FactorAEOGEOLLMO
    Primary GoalBecome direct answerBecome trusted sourceShape AI understanding
    Best ForQuestion-based queriesBroad informational searchesConversational AI
    Content LengthShort to mediumMedium to longLong-form
    Main FocusStructureDepthEntity clarity
    Where Content AppearsSnippets, PAAAI summariesChatbot responses
    Optimization StyleFormattingResearch & coverageConsistency

    The 7 Key Differences Between AEO, GEO, and LLMO

    1. Search Intent They Target

    AEO focuses on direct questions.

    GEO focuses mostly on exploration and learning .

    LLMO focuses on open-ended conversation.

    Each aligns with different stages of the user journey.

    2. How Content Is Selected

    AEO systems extract.

    GEO systems evaluate and summarize.

    LLMO systems interpret and generate.

    Understanding this difference helps shape writing style.

    3. Ideal Content Format

    • AEO usually like short paragraphs even bullet points and short definitions having to the point answers.
    • GEO is more effective with comprehensive guides and topical clusters.
    • LLMO favors well-organized long-form content with consistent language.

    4. Trust Signals Required

    • AEO needs clarity.
    • GEO needs credibility.
    • LLMO needs authority and recognition.

    5. Measurement Metrics

    AEO: Ownership of snippets and visibility in People Also Ask (PAA) sections .

    GEO: Overview of AI Appearances

    LLMO: brand mentions inside the AI tools

    6. Update Frequency

    AEO content requires periodic formatting updates.

    GEO content needs freshness and expanded depth.

    LLMO content benefits from ongoing brand presence across the web.

    7. Business Impact

    AEO drives fast wins.

    GEO builds long term authority of the content .

    LLMO strengthens brand equity .

    How They Work Together in a Single Strategy

    Rather than choosing one framework, smart brands build content that naturally supports all three.

    Here’s how:

    1. Start with a clear definition (AEO)
    2. Expand into a detailed explanation (GEO)
    3. Use consistent terminology and branding (LLMO)

    This layered approach prevents duplicate/plagarised content and increases the reach .

    Building an Optimization System That Supports All Three

    1. Strong Technical Foundation

    Fast loading pages, clean URLs, mobile responsiveness, and logical site architecture remain essential.

    Without technical stability, none of these frameworks perform well.

    2. Structure Content for Extraction

    Uses :

    • Question in the subheadings
    • Short introductory definitions
    • Lists and tables

    This increases answer overall eligibility .

    3. Expand Depth for Authority

    After quick answers, provide :

    • Detailed Examples
    • Case explanations
    • Practical steps
    • Supporting context

    This builds trust with generative systems.

    4. Strengthen Entity Signals

    Use consistent business name, service descriptions, and niche terminology across:

    • Overall Website
    • Blogs in the website
    • Detailed Author Bios with relevant Social media links
    • Social profiles of the author

    This improves how models recognize your brand.

    5. Use Internal Topic Clusters

    Connect related articles using internal links to demonstrate topical mapping and authority of the content. This enhances the signals from both GEO and LLMO eventually.

    Local Optimization Matters More Than Ever

    AI systems increasingly personalize responses by location.

    If you operate in Toronto, Hamilton, or across Ontario, include city-specific service pages, case studies, and testimonials by the clients .

    This enhance the visibility for the searches tied to SEO services in Canada, local consulting, and regional business solutions.

    Common Mistakes to Avoid

    • Writing only for keywords
    • Ignoring structure
    • Publishing thin content
    • Inconsistent branding
    • Overusing automation tools

    Human-edited content still wins in 2026.

    Future-Proofing Your Content

    The platforms will change over time, but the core principles will always remain consistent no matter what.

    • Clear answers
    • Deep explanations
    • Trustworthy information

    Brands that invest in quality content now will adapt more easily later.

    Final Thoughts

    AEO, GEO, and LLMO are not competing strategies. There are three perspectives aimed at the same goal: assisting people in finding accurate and helpful information wherever they search.

    Brands that align structure, depth, and consistency will dominate visibility in 2026 — across search engines, generative summaries, and conversational AI.

    If you build for humans first and machines second, you will win across all three.

    FAQs

    Are AEO, GEO, and LLMO different types of SEO?

    AEO, GEO, and LLMO are not distinct alternatives to SEO.They are the modern extensions that help content perform across answer engines, generative search experiences and conversational AI tools while still relying on core SEO principles like relevance, authority and usability.

    Which optimization approach should businesses start with in 2026?

    Most businesses should begin with AEO since it improves content structure and clarity overall. Once strong formatting is in its place, GEO adds topical depth to the content and LLMO strengthens how AI systems interpret your brand and expertise across the platforms.

    Does traditional keyword research still matter with AI-driven search?

    Yes, keyword research still matters, but intent-based research matters the most . Instead of focusing only on exact matches, businesses should understand user questions, problems, and contexts that AI systems associate with broader search topics.

    Can one webpage rank for AEO, GEO, and LLMO simultaneously?

    Yes, a single well-structured page can support all three aspects when it provides concise answers that have simple yet clear explanations, and consistent terminology that helps both search engines and large language models understand and reuse the content.

    How long should blog content be for effective GEO and LLMO performance?

    The length of the content is less important than ensuring it is complete.. Pages should be long enough to fully explain the topic, address related subtopics, and demonstrate expertise without unnecessary filler or repetitive sections.

    Are backlinks still important in AEO, GEO, and LLMO strategies?

    Backlinks remain valuable, but quality and topical relevance matter more than volume. Links from authoritative, niche-related websites help AI systems assess trustworthiness and improve how your content is perceived.

    Will AI chatbots replace traditional search engines completely?

    AI chatbots will continue to grow, but traditional search engines are not disappearing. Instead, both systems are merging all together , creating a hybrid experiences that combine search results with generative AI responses.

    How often should content be updated to stay competitive in 2026?

    Most evergreen content should be reviewed every six to twelve months. Updates should focus on accuracy, freshness, expanded insights, and improved structure rather than simply changing dates.

    Does local SEO influence AI-generated search results?

    Yes, local SEO plays a strong role here . AI systems uses location signals, business profiles and even regional content to personalize answers for users searching within specific cities or service areas.

  • 11 Technical SEO Issues and How to Fix Them?

    11 Technical SEO Issues and How to Fix Them?

    A website can look great on the surface and still struggle to perform because of technical seo issues happening behind the scenes. 

    Many site owners put most of their energy into keywords, blog posts, and backlinks, but overlook the technical setup that helps search engines crawl, understand, and rank their pages properly. 

    When these technical problems exist, search engines may fail to index your content correctly, pages may load slowly, and rankings can drop without any obvious warning.

    In today’s competitive search environment, technical SEO is not optional; it’s essential.

    It plays a major role in content visibility, user experience, and overall site performance. 

    From site speed and mobile friendliness to crawl errors and indexing problems, even small technical issues can hold your website back. 

    This guide breaks down the most common technical SEO issues, explains how they affect your site, and shows you how to fix them so you can keep your website healthy, accessible, and search-engine friendly.

    Common Technical SEO Issues

    a. Meta Tags Length Issues

    Meta Tags are the crucial on-page seo elements, that tells the search engines what the webpage is about.

    Now, a lot of times we see that the meta tags (titles and description) are beyond the set character limit.

    Ideally between 50-60 characters or up to 580 px for Meta titles and between 150-160 characters or up to 920px for meta descriptions 

    But some seo guys just to grab google’s attention stuff the meta tags with unnecessary information or sometimes overstuffing keywords.

    This can lead to development of technical seo issues, because a title that exceeds recommended limits may get cut off in search results, while short or vague titles fail to attract users.

    Meta descriptions that are missing or poorly written reduce your chance of earning clicks even if your page ranks well. 

    Google search results from Moz, Yoast, and Semrush explaining the importance of HTML meta tags and descriptions for SEO.

    b. Missing ALT Text

    Humans can easily look and tell what the image is about, but for search engine bots, it is not possible.

    So the use of image alt text came into picture, as bots can read computer languages and ALT text describes images for search engines and screen readers. 

    But a missing ALT text is among the common technical seo issues that affects accessibility and image search visibility. 

    Without ALT text, your images lose ranking potential and your site becomes less accessible to visually impaired users. 

    Each image should include short, descriptive ALT text within 120-130 characters, that explains the image purpose without keyword stuffing.

    c. External Links to 4xx Errors

    Would you like to travel on a road that is broken or has potholes in it?

    I guess, no right?

    Then why will a user or a search engine bot visit pages that are broken?

    Linking to broken external pages creates a negative user experience and signals poor site maintenance. 

    When users click a link and land on a 404 error page, trust decreases. This technical seo issue also affects how search engines view your site quality.

    A study shows that around 42% of websites have external broken links on their websites

    Regular link audits help identify broken external links.

    Replacing or removing these links improves user satisfaction and keeps your website clean and reliable.

    A custom 404 error page design featuring a "Page not found" message, an image of a confused woman, and a "Back to Home" button.

    d. Image Size Too Big

    Another common but important technical seo issue are large image files .

    Large size images slow down page loading speed which leads to a bad user experience.

    Slow pages frustrate users and increase bounce rates.

    Search engines favor fast loading websites because speed improves user experience.

    Images should be compressed without losing quality. 

    Using modern formats and resizing images to match display dimensions can greatly improve site performance.

    A rule of thumb to note:

    Images should be below 100kbs and should be uploaded in Webp format.

    e. Multiple H1 Tags

    A webpage consists of various headings but as it is said there is only one king and likewise there is only one H1 tag per page.

    But using multiple H1 tags creates confusion and weakens page structure. 

    This technical seo issue often appears due to theme or template errors.

    Each page should have one clear H1 tag that describes the main topic.

    Subtopics should use H2 and H3 tags to create a logical content hierarchy.

    f. JSS and CSS File Issues

    To make a website look attractive and appealing to eyes, we generally use interactive and creative elements, but these elements come with a load of coded files, primarily JavaScript files 

    CSS files control how a site looks visually. 

    When these files are too large, unminified, or blocked from crawling, a technical seo issue occurs. 

    Search engines may not render the page correctly, which affects indexing and rankings.

    Minifying files, removing unused code, and allowing search engines to crawl these resources ensures better performance and visibility.

    g. Orphan Pages in Sitemap

    You create a page but forget to link it with a corresponding or similar webpage in your website. What happens after that?

    Search bots are unable to understand what this page is about?

    These pages are orphan pages with no internal links pointing to them. 

    Even if they appear in the sitemap, search engines may struggle to find their importance. 

    This technical seo issue leads to wasted content and poor indexing.

    Internal linking helps search engines understand page relationships and importance.

    Every valuable page should be linked from at least one other page on the site.

    h. Long Redirect Chain

    Redirects are useful when URLs change, but long redirect chains slow down page loading and confuse search engines. 

    This technical seo issue occurs when one URL redirects to another, which then redirects again multiple times.

    Shortening redirect chains improves crawl efficiency and page speed.

    Ideally, redirects should go directly from the old URL to the final destination.

    i. Slow Page Loading Speed

    You visit a search engine and type in a query. The first result is what you are looking for.

    But once you click the webpage, it takes minutes to load.

    Will you feel good about it?….No!

    Page speed is one of the most critical technical SEO factors. 

    A slow site drives users away and reduces engagement. 

    This technical seo issue often comes from large files, poor hosting, or excessive scripts.

    Improving speed involves image optimization, caching, code cleanup, and reliable hosting.

    Faster pages lead to better rankings and happier users.

    A note to remember, if your website does not load within 3secs or less, you are bound to increase bounce rate and lose traffic on your website.

    Lighthouse performance report showing a low score of 46 with a slow Largest Contentful Paint time of 5.0 seconds in red.

    j. XML Sitemap Issues

    An XML sitemap guides search engines to important pages on your site. 

    Errors in the sitemap create a technical seo issue that affects indexing. 

    Common problems include broken URLs, outdated pages, and missing important pages.

    A clean and updated sitemap helps search engines crawl your site efficiently. 

    It should only include indexable, high quality pages.

    k. Largest Contentful Paint

    Largest Contentful Paint measures how fast the main content of a page loads. 

    Poor LCP scores signal a technical seo issue related to performance and user experience. 

    Slow LCP often results from heavy images, slow servers, or render blocking resources.

    Improving LCP requires optimizing images, improving server response time, and reducing unnecessary scripts.

    Better LCP scores improve rankings and user satisfaction.

    Threshold Metrics:

    – under 2.5 seconds considered “Good,” 

    – 2.5 to 4.0 seconds “Needs Improvement,” 

    – over 4.0 seconds “Poor

    A table showing Lighthouse LCP thresholds: 0-2.5s is green (fast), 2.5-4s is orange (moderate), and over 4s is red (slow).

    Common Technical SEO Issues and Solutions Table

    Technical SEO IssueMain CauseImpact on SEOBasic Fix
    Meta tag length issuesPoor optimizationLower click ratesOptimize title and description length
    Missing ALT textImage neglectReduced accessibilityAdd descriptive ALT text
    External 4xx linksBroken resourcesPoor user trustAudit and replace links
    Large image sizeUncompressed filesSlow loadingCompress images
    Multiple H1 tagsTheme errorsWeak structureUse one H1 per page
    JS and CSS issuesHeavy filesPoor renderingMinify and clean code
    Orphan pagesNo internal linksPoor indexingAdd internal links
    Redirect chainsPoor redirect setupSlow pagesReduce redirects
    Slow page speedHosting and codeHigh bounce rateOptimize performance
    XML sitemap issuesOutdated sitemapIndexing problemsUpdate sitemap
    Poor LCPHeavy contentRanking lossOptimize loading elements

    Conclusion

    A technical seo issue can limit your website’s growth even if your content and keywords are strong. 

    Fixing technical problems improves crawlability, user experience, and long term search visibility.

    Regular audits help detect issues early and prevent ranking losses.

    If you want to understand your site health better, reviewing technical SEO basics is a smart place to start. 

    Brands like Adsagenz encourage businesses to stay informed and proactive when it comes to technical SEO best practices. 

    Taking small steps today can create stronger search performance over time.

    FAQs

    1. What is a technical seo issue and why does it matter?

    A technical seo issue refers to problems that affect how search engines crawl, index, and rank a website. These issues matter because they directly impact visibility, user experience, and overall site performance. Even great content can fail if technical problems block search engines.

    2. How often should technical SEO audits be done?

    Technical SEO audits should be done at least twice a year. For large or frequently updated websites, quarterly audits are better. Regular checks help catch errors early and maintain consistent search performance.

    3. Can technical seo issues affect rankings quickly?

    Yes, some technical seo issues like broken pages, slow loading speed, or indexing errors can impact rankings quickly. Search engines prioritize user experience, so unresolved issues may lead to sudden drops.

    4. Are technical seo issues hard to fix?

    Many technical seo issues are not hard to fix but they require attention to detail. Simple actions like optimizing images, fixing broken links, and updating sitemaps can solve many problems.

    5. Do small websites also need technical SEO?

    Yes, even small websites can suffer from technical seo issues. Search engines apply the same technical standards to all sites, regardless of size. Fixing issues early helps small sites compete better.