Rebel Insights

AI-Powered Search: Pros, Cons, and the Best Approach

woman uses AI-powered search to find what she is looking for

When implemented in a smart way, AI search can deliver outstanding results

AI search sounds great in theory, but it has flaws. We know firsthand, since it's one of the many AI integrations we've worked on with our publishers.

Thanks to natural language processing (NLP), AI is very smart about detecting patterns and establishing links between words. The more data it's trained on, the better it gets. For media companies and brands, training AI on your own content can lead to a powerful engine that is ready to search. There's no better example of that than what we did with Raw Story, creating an editorial chatbot based on 300,000+ pieces of content.

But there are some areas where AI search leaves a lot to be desired. Maybe over time these things will be smoothed out, but for now you need to know about them to deliver the best user experience.

Let's break down the pros and cons further.

✅ Pros

  • Speed: AI excels at delivering results incredibly fast.
  • Contextual Search: Thanks to its language capabilities, you can ask AI questions in natural, conversational language, and it will provide responses that are more likely to address your query.
  • Flexibility: AI is highly skilled at understanding context. If a query contains a typo, AI can still find the correct results. Similarly, if a user asks a very specific question, AI may broaden the scope slightly to provide related and relevant content, enhancing the overall search experience.

❌ Cons

  • Exact Matching: AI struggles with exact matching. Instead of delivering results that match specific keywords exactly, it often provides varied results. For users accustomed to traditional keyword-based search, this can create a frustrating user experience.
  • Outdated Information: Unless explicitly instructed or filtered, AI may surface outdated information, especially if the prompt does not specify a time frame or the content lacks programmed filters to prioritize more recent data.

The Best Approach

So what's our proposed solution? Use AI to do what it's best at, and then use traditional search for the rest.

Our recommendation has evolved. We were once all in on AI search as being a superior search experience. But the data and user feedback is clear — it's not always quite right.

There's nothing wrong with a more traditional search experience, but layer in the following and it becomes really powerful:

  1. Use AI to check for typos and correct them.
  2. Use AI to find similar keyword matches and capture intent, instead of using it purely for finding content.
  3. Use AI to check whether a keyword is intended for semantic or lexical search, and choose the best tool to use.
You can also make tweaks to the way the AI is operating. For example, a user complained that results were old and contained unrelated posts. Our shift? We adjusted sorting to prioritize similarity within a 60-day period, improving relevance.

When it comes to single-word queries, we also made a change there. Use AI for multiword queries, but regular search for a single-word query, and the results are much improved.

Another common complaint is that you can't search by author name in AI search results. This is another area you can make adjustments. Either feed that information into the AI and train it on authors, or add a widget to show authors that match search results.

At the end of the day, yes, use AI. Don't be afraid of its shortcomings. But also be aware of them, and make adjustments so that your users have the best experience possible.

What Is RebelMouse?
Request a Proposal

Where 
Websites Are Built

The Fastest Sites in the World Run on RebelMouse

Let’s Chat

new!

RebelMouse Performance Monitoring

Real-Time Core Web Vitals

Get Started
DISCOVER MORE

Our Core Features

Our platform is a complete digital publishing toolbox that's built for modern-day content creators, and includes game-changing features such as our:

animate
Layout and Design toolLayout and Design tool on mobile
animate

Why RebelMouse?

Unprecedented Scale

RebelMouse sites reach more than 120M people a month, with an always-modern solution that combines cutting-edge technology with decades of media savvy. And due to our massive scale, 1 in 3 Americans have visited a website powered by RebelMouse.

120M+ Users
550M+ Pageviews
17+ Avg. Minutes per User
6+ Avg. Pages per User

Today's Top Websites Use RebelMouse

Thanks to the tremendous scale of our network, we are able to analyze a wealth of traffic data that informs our strategies and allows us to be a true strategic partner instead of just a vendor.

upworthyindy100Vault12No Film SchoolRawStoryResponsible StatecraftPrideRolling Stone QuebecPremierGuitarPenskeINN Educate Brand ConnectThe FulcrumGZEROOkayafricaBrit+CoPaper MagazinePowerToFlyNarcityCommonDreamsAllBusiness

What Clients Say

We’re here to help you weigh and understand every tech and strategic decision that affects your digital presence. Spend less time managing everything yourself, and more time focused on creating the quality content your users deserve.

Case Studies

A Team (and an Agency) Built Like No Other

RebelMouse employs a unique, diverse, and decentralized team that consists of 70+ digital traffic experts across more than 25 different countries. We have no central office, and we cover every time zone to ensure that we’re able to deliver amazing results and enterprise-grade support around the clock.

Our team is well-versed in all things product, content, traffic, and revenue, and we strategically deploy ourselves to help with each element across all of our clients. We thrive on solving the complex.

Let's Chat