We are rated as the Best SEO and Google Ads Agency of 2024. Check out our Google and Clutch reviews below.
No fixed contract, just MONTH BY MONTHAffordable and FAIR pricesFast responses WITHIN hoursWe love getting RESULTS
Vector Search and SEO: What You Should Know
While traditional search engines matched keywords, they didn't understand the meaning behind your search query. Vector search is a powerful technology, changing how we navigate information.
Vector search, also known as semantic search, improves search accuracy by understanding the semantics (meanings) of the data and relationship between its parts. Unlike traditional search, vector search handles synonyms, typing errors, ambiguous language, along with a range of not-so-clear queries. This is due to the fact that it focuses on the meaning behind the search, rather than the key phrases used.
It uses Large Language Models (LLMs) to transform data into mathematical vectors, which is also referred to as vector embedding.
These are specialised databases that store, manage, and search vectors efficiently. They handle large datasets and perform fast vector similarity searches. The majority of AI apps today use vector databases.
Can you imagine if AI knew your habits, preferences, and health data? It could use this knowledge to suggest products, services, even recipes to fit your individual preferences. Standard AI models don't have the ability to learn this way.
When you query a vector database, it uses the query's vector representation to find nearest neighbours within the database.
It measures the distance between our query vector and the other vectors in the database, analysing them one at a time. This can be slow for large datasets, which is why it often relies on nearest neighbour algorithms that prioritise efficiency, finding neighbours that are close to the query, reducing search time.
How you search for nearest neighbours is determined by how the data has been stored in the vector databset. As a result, the algorithm uses two approaches, indexing and sketching. Indexing creates hierarchical data structure for raster exploration. Sketching doesn't search the entire dataset, but rather creates a compressed version of the data and then compares it to the query.
The most common nearest neighbour search is indexing, where the vector search relies on hierarchical data structure. Remember these are just machines, they love structure, which is why you need to align your SEO strategy accordingly. Creating hierarchy on your website, combined with schema mark-up, ensures your website is seen in vector searches.
Vector search is a leap forward in how we search and retrieve information online. When you understand the relationship between vector search and SEO, it is able to deliver relevant and accurate results. It has revolutionised search engines turning them into sophisticated and smart technologies that evolve with user behaviour. Are you interested in aligning your SEO strategy with vector search? Contact Genie Crawl today to find out more.
Genie Crawl carried out a detailed SEO audit for my tutoring website and explained everything in a clear and understandable way. I hired them straight away and since then I have seen a noticeable improvement in the traffic and leads coming to my website.
Awesome service, Tony and the team have been great with completing our website and meeting all the deadlines we set. They have lots of bright ideas and created so much value to our business. Our search engine rankings are now on the first page of the Google! We wouldn't have managed this without you guys!
Excellent service and great results with our Google Ads account. They are always there at the end of the phone when we need them and they are a friendly bunch of people to deal with. We are very happy with the results.
Genie Crawl has helped massively with my rankings as a business owner using SEO. My business is doing very well now, all thanks to them!
Genie Crawl is a very efficient company to work with; they were clear on what they felt they could offer and assisted me in improving my SEO rankings.
GenieCrawl was recommended to me for their SEO optimisation services and they have been great to work with. Our traffic jumped straight away and our business has gone from strength to strength thanks to their support.
I was really struggling to get my SEO ratings higher for my business, and my website noticed on google. Thanks to GenieCrawl and their excellent service and SEO knowledge, I was able to increase my rankings sufficiently and am now reaping the benefits of their optimizations. I would highly recommend their service if you are struggling with SEO rankings as I was.
As a new business start up we needed help driving traffic to our website. In all fairness this was an area we were all pretty clueless on. Genie Crawl have been invaluable to us and undoubtedly have been a driving force to increasing sales. They are always there with helpful advice when we need them. Thanks!
I was a little skeptical about hiring a company to help with the SEO for my website, but I am over the moon with my decision to work with Genie Crawl. They have really increased the traffic to my website and I would highly recommend them to everyone!
Fantastic company. They've been essential in getting us the business that we need. Would completely recommend. We've really found that our rankings have gone through the roof. SEO experts for sure! A+
Complete the form and a member of our team will be in touch shortly to discuss your enquiry.
© 2024 Genie Crawl. All Rights Reserved.
