• majorAlexa

        See all notifications

        Skip to content
        Moz logo Menu open Menu close
        • Products
          • Moz Pro
          • Moz Pro Home
          • Moz Local
          • Moz Local Home
          • STAT
          • Moz API
          • Moz API Home
          • Compare SEO Products
          • Moz Data
        • Free SEO Tools
          • Domain Analysis
          • Keyword Explorer
          • Link Explorer
          • Competitive Research
          • MozBar
          • More Free SEO Tools
        • Learn SEO
          • Beginner's Guide to SEO
          • SEO Learning Center
          • Moz Academy
          • MozCon
          • Webinars, Whitepapers, & Guides
        • Blog
        • Why Moz
          • Digital Marketers
          • Agency Solutions
          • Enterprise Solutions
          • Small Business Solutions
          • The Moz Story
          • New Releases
        • Log in
        • Log out
        • Products
          • Moz Pro

            Your all-in-one suite of SEO essentials.

          • Moz Local

            Raise your local SEO visibility with complete local SEO management.

          • STAT

            SERP tracking and analytics for enterprise SEO experts.

          • Moz API

            Power your SEO with our index of over 44 trillion links.

          • Compare SEO Products

            See which Moz SEO solution best meets your business needs.

          • Moz Data

            Power your SEO strategy & AI models with custom data solutions.

          Let your business shine with Listings AI
          Moz Local

          Let your business shine with Listings AI

          Learn more
        • Free SEO Tools
          • Domain Analysis

            Get top competitive SEO metrics like DA, top pages and more.

          • Keyword Explorer

            Find traffic-driving keywords with our 1.25 billion+ keyword index.

          • Link Explorer

            Explore over 40 trillion links for powerful backlink data.

          • Competitive Research

            Uncover valuable insights on your organic search competitors.

          • MozBar

            See top SEO metrics for free as you browse the web.

          • More Free SEO Tools

            Explore all the free SEO tools Moz has to offer.

          NEW Keyword Suggestions by Topic
          Moz Pro

          NEW Keyword Suggestions by Topic

          Learn more
        • Learn SEO
          • Beginner's Guide to SEO

            The #1 most popular introduction to SEO, trusted by millions.

          • SEO Learning Center

            Broaden your knowledge with SEO resources for all skill levels.

          • On-Demand Webinars

            Learn modern SEO best practices from industry experts.

          • How-To Guides

            Step-by-step guides to search success from the authority on SEO.

          • Moz Academy

            Upskill and get certified with on-demand courses & certifications.

          • MozCon

            Save on Early Bird tickets and join us in London or New York City

          Unlock flexible pricing & new endpoints
          Moz API

          Unlock flexible pricing & new endpoints

          Find your plan
        • Blog
        • Why Moz
          • Digital Marketers

            Simplify SEO tasks to save time and grow your traffic.

          • Small Business Solutions

            Uncover insights to make smarter marketing decisions in less time.

          • Agency Solutions

            Earn & keep valuable clients with unparalleled data & insights.

          • Enterprise Solutions

            Gain a competitive edge in the ever-changing world of search.

          • The Moz Story

            Moz was the first & remains the most trusted SEO company.

          • New Releases

            Get the scoop on the latest and greatest from Moz.

          Surface actionable competitive intel
          New Feature

          Surface actionable competitive intel

          Learn More
        • Log in
          • Moz Pro
          • Moz Local
          • Moz Local Dashboard
          • Moz API
          • Moz API Dashboard
          • Moz Academy
        • Avatar
          • Moz Home
          • Notifications
          • Account & Billing
          • Manage Users
          • Community Profile
          • My Q&A
          • My Videos
          • Log Out

        The Moz Q&A Forum

        • Forum
        • Questions
        • My Q&A
        • Users
        • Ask the Community

        Welcome to the Q&A Forum

        Browse the forum for helpful insights and fresh discussions about all things SEO.

        1. Home
        2. SEO Tactics
        3. Intermediate & Advanced SEO
        4. Difference hummingbird and rankbrain

        Moz Q&A is closed.

        After more than 13 years, and tens of thousands of questions, Moz Q&A closed on 12th December 2024. Whilst we’re not completely removing the content - many posts will still be possible to view - we have locked both new posts and new replies. More details here.

        Difference hummingbird and rankbrain

        Intermediate & Advanced SEO
        4
        9
        3309
        Loading More Posts
        • Watching

          Notify me of new replies.
          Show question in unread.

        • Not Watching

          Do not notify me of new replies.
          Show question in unread if category is not ignored.

        • Ignoring

          Do not notify me of new replies.
          Do not show question in unread.

        • Oldest to Newest
        • Newest to Oldest
        • Most Votes
        Reply
        • Reply as question
        Locked
        This topic has been deleted. Only users with question management privileges can see it.
        • seoanalytics last edited by

          From my understanding hummingbird is the fact that google is able to parse sentences and link entites to understand the meaning of content in a better way than with just keywords and rankbrain is about user intent, google understands that they are various ways to mean the same thing.

          Is my understanding correct ?

          Thank you,

          1 Reply Last reply Reply Quote 0
          • seoanalytics last edited by

            I totally agree, thank you for your detailed explanation.

            1 Reply Last reply Reply Quote 0
            • Dr-Pete
              Dr-Pete Staff @Dr-Pete last edited by

              You can't really "optimize" for Hummingbird, but understanding RankBrain can certainly help you do keyword research and write relevant content better.

              1 Reply Last reply Reply Quote 1
              • Dr-Pete
                Dr-Pete Staff @seoanalytics last edited by

                I know it's not very clear, but I think the important thing to remember about Hummingbird is that it was a complete rebuild of the core algorithm. I think natural language queries drove part of that rebuild, but Hummingbird covers a lot of ground and will be powering algo updates for months or years. As Danny said, it's like they put a whole new engine in the car. RankBrain is much more specific.

                Dr-Pete 1 Reply Last reply Reply Quote 0
                • seoanalytics last edited by

                  Thank you for the information Dr Pete. It is a little more clear. If I understand correctly rank brain is really about user intent in rewriting the query and Hummbird seems to be about voice searches and parsing but it is a little blurry in my mind as you would say other that people at google nobody really understands it fully.

                  Thank you,

                  Dr-Pete 1 Reply Last reply Reply Quote 0
                  • Dr-Pete
                    Dr-Pete Staff last edited by

                    I'm afraid it's probably more complicated than that, and I'm not sure anyone outside of Google (and most of the people inside of Google) has a handle on all of the details.

                    Hummingbird was very broad. It wasn't just an update, but an entire rebuild of Google's core "engine." When Google launched it, they gave examples that make us think a lot of the updates were necessitated by natural-language queries (voice certainly created some of that pressure). So, it definitely changed how Google processed very-long-tail queries, but I think it also created a framework for much more (and may have even been a foundation for RankBrain). Danny's very early FAQ is still a good resource:

                    https://searchengineland.com/google-hummingbird-172816

                    RankBrain causes confusion because it gets conflated with ML in search in general, but I think RankBrain has a very specific meaning to Google. I've written about it quite a bit and have had a handful of private conversations with Google employees, and still don't feel like I have all the facts. Here's what I'm comfortable saying... It is an ML-based approach to understanding query relevance, very likely related to models like Word2Vec. Best I know, it acts as a sort of re-ranking layer. So, Google returns results and then RB re-sorts them based on its understanding of relevance. So, truth be told, it's probably not as impactful as some folks think (ML in search could be much broader). It's most active for long-tail, natural-language queries, so there's some connection to Hummingbird, conceptually.

                    1 Reply Last reply Reply Quote 0
                    • seoanalytics last edited by

                      Thank yo. I read it and rank brain is clear hummingbird a little less but I think it is about the knowledge graph and parsing from what I understand.

                      1 Reply Last reply Reply Quote 0
                      • MiriamEllis
                        MiriamEllis Subject Expert last edited by

                        Hi There!

                        We have two nice resources here on Moz that should help you feel totally clear on Hummingbird vs. Rankbrain:

                        https://a-moz.groupbuyseo.org/learn/seo/google-hummingbird

                        https://a-moz.groupbuyseo.org/learn/seo/google-rankbrain

                        Hope these help, but please let me know if you have any questions remaining after reading through those! I'm pretty sure I wrote both of them, so if anything isn't clear, just ask 🙂

                        1 Reply Last reply Reply Quote 0
                        • Seenlyst
                          Seenlyst last edited by

                          Hello,

                          "RankBrain is an algorithm learning artificial intelligence system" - Wiki

                          Hummingbird is an update of Google's ranking algorithm.

                          They aren't something comparable because one is a system and one is a codename of an update to a system.

                          Hope this answered your question.

                          1 Reply Last reply Reply Quote 0
                          • 1 / 1
                          • First post
                            Last post

                          Browse Questions

                          Explore more categories

                          • Moz Tools

                            Chat with the community about the Moz tools.

                          • SEO Tactics

                            Discuss the SEO process with fellow marketers

                          • Community

                            Discuss industry events, jobs, and news!

                          • Digital Marketing

                            Chat about tactics outside of SEO

                          • Research & Trends

                            Dive into research and trends in the search industry.

                          • Support

                            Connect on product support and feature requests.

                          • See all categories

                          Related Questions

                          • TrueluxGroup

                            Multiple pages optimised for the same keywords but pages are functionally different and visually different

                            Hi MOZ community! We're wondering what the implications would be on organic ranking by having 2 pages, which have quite different functionality were optimised for the same keywords. So, for example, one of the pages in question is
                            https://www.whichledlight.com/categories/led-spotlights
                            and the other page is
                            https://www.whichledlight.com/t/led-spotlights both of these pages are basically geared towards the keyword led spotlights the first link essentially shows the options for led spotlights, the different kind of fittings available, and the second link is a product search / results page for all products that are spotlights. We're wondering what the implications of this could be, as we are currently looking to improve the ranking for the site particularly for this keyword. Is this even safe to do? Especially since we're at the bottom of the hill of climbing the ranking ladder of this keyword. Give us a shout if you want any more detail on this to answer more easily 🙂

                            Intermediate & Advanced SEO | | TrueluxGroup
                            0
                          • jayoliverwright

                            Targeting different countries with domain name

                            Hi currently have a eCommerce store .com.au targeting Australia. We want to start targeting the US market with the same products. I guess what would be the top choice in this case since our domain is location-specific to Australia and not a generic top-level domain (gTLD)? Cheers, Chris

                            Intermediate & Advanced SEO | | jayoliverwright
                            0
                          • Online-Marketing-Guy

                            Substantial difference between Number of Indexed Pages and Sitemap Pages

                            Hey there, I am doing a website audit at the moment. I've notices substantial differences in the number of pages indexed (search console), the number of pages in the sitemap and the number I am getting when I crawl the page with screamingfrog (see below). Would those discrepancies concern you? The website and its rankings seems fine otherwise. Total indexed: 2,360 (Search Consule)
                            About 2,920 results (Google search "site:example.com")
                            Sitemap: 1,229 URLs
                            Screemingfrog Spider: 1,352 URLs Cheers,
                            Jochen

                            Intermediate & Advanced SEO | | Online-Marketing-Guy
                            0
                          • abhihan

                            Google indexing only 1 page out of 2 similar pages made for different cities

                            We have created two category pages, in which we are showing products which could be delivered in separate cities. Both pages are related to cake delivery in that city. But out of these two category pages only 1 got indexed in google and other has not. Its been around 1 month but still only Bangalore category page got indexed. We have submitted sitemap and google is not giving any crawl error. We have also submitted for indexing from "Fetch as google" option in webmasters. www.winni.in/c/4/cakes (Indexed - Bangalore page - http://www.winni.in/sitemap/sitemap_blr_cakes.xml) 2. http://www.winni.in/hyderabad/cakes/c/4 (Not indexed - Hyderabad page - http://www.winni.in/sitemap/sitemap_hyd_cakes.xml) I tried searching for "hyderabad site:www.winni.in" in google but there also http://www.winni.in/hyderabad/cakes/c/4 this link is not coming, instead of this only www.winni.in/c/4/cakes is coming. Can anyone please let me know what could be the possible issue with this?

                            Intermediate & Advanced SEO | | abhihan
                            0
                          • dancape

                            Using the same content on different TLD's

                            HI Everyone, We have clients for whom we are going to work with in different countries but sometimes with the same  language. For example we might have a client in a competitive niche working in Germany, Austria and Switzerland (Swiss German) ie we're going to potentially rewrite our website three times in German, We're thinking of using Google's href lang tags and use pretty much the same content - is this a safe option, has anyone actually tries this successfully or otherwise? All answers appreciated. Cheers, Mel.

                            Intermediate & Advanced SEO | | dancape
                            1
                          • turnbullholdingsltd

                            Best practice for duplicate website content: same root domain name but different extension

                            Hi there I have a new client who has two websites: http://www.bayofislandsteambuilding.co.nz
                            http://www.bayofislandsteambuilding.org.nz They are the same in every regard apart from the domain extension (.co.nz & .org.nz) which is likely to be causing them issues with Google ranking given the huge amount of duplicate content. What is the best practice approach to fixing this? Normally, if I was starting from scratch, I would set one of the extensions as an alias which redirects to the main domain. Thanks in advance. Laurie

                            Intermediate & Advanced SEO | | turnbullholdingsltd
                            0
                          • SEOTGT

                            Is it bad to host an XML sitemap in a different subdomain?

                            Example: sitemap.example.com/sitemap.xml for pages on www.example.com.

                            Intermediate & Advanced SEO | | SEOTGT
                            0
                          • MarieHaynes

                            Why should your title and H1 tag be different?

                            Is it dangerous to have your H1 tag and your title the exact same thing?  My thought was that it's not be the best use of space, but that it couldn't cause harm. What do you think?

                            Intermediate & Advanced SEO | | MarieHaynes
                            7

                          Get started with Moz Pro!

                          Unlock the power of advanced SEO tools and data-driven insights.

                          Start my free trial
                          Products
                          • Moz Pro
                          • Moz Local
                          • Moz API
                          • Moz Data
                          • STAT
                          • Product Updates
                          Moz Solutions
                          • SMB Solutions
                          • Agency Solutions
                          • Enterprise Solutions
                          • Digital Marketers
                          Free SEO Tools
                          • Domain Authority Checker
                          • Link Explorer
                          • Keyword Explorer
                          • Competitive Research
                          • Brand Authority Checker
                          • Local Citation Checker
                          • MozBar Extension
                          • MozCast
                          Resources
                          • Blog
                          • SEO Learning Center
                          • Help Hub
                          • Beginner's Guide to SEO
                          • How-to Guides
                          • Moz Academy
                          • API Docs
                          About Moz
                          • About
                          • Team
                          • Careers
                          • Contact
                          Why Moz
                          • Case Studies
                          • Testimonials
                          Get Involved
                          • Become an Affiliate
                          • MozCon
                          • Webinars
                          • Practical Marketer Series
                          • MozPod
                          Connect with us

                          Contact the Help team

                          Join our newsletter
                          Moz logo
                          © 2021 - 2025 SEOMoz, Inc., a Ziff Davis company. All rights reserved. Moz is a registered trademark of SEOMoz, Inc.
                          • Accessibility
                          • Terms of Use
                          • Privacy

                          Looks like your connection to Moz was lost, please wait while we try to reconnect.