Semantic analysis of competitors’ reviews: how AI is reshuffling the deck

What if there was a lot more to your main competitor’s 4.8/5 rating?

In 2026, tracking your competitors’ overall rating is no longer enough. The real challenge lies in deciphering their customer reviews.

This is where the semantic analysis of your competitors’ reviews pulls its weight. This analysis is more than a simple study; it shows what’s really behind each comment, transforming raw data into actionable insights.

Read on to learn how AI decodes your and your competitors’ reviews to reveal what really drives those ratings!

Classifying by theme to identify strengths and pain points

Manually analysing stacks of reviews for each outlet is an endless task. However, if you leverage the power of artificial intelligence (AI), you’ll get instant, accurate insights, and at scale too.

While traditional tools spot isolated keywords and categorise reviews in a binary way (positive or negative), AI grasps the exact meaning behind each phrase. Nowadays, artificial intelligence will perform a deep analysis of reviews left on your and your competitors’ Google listings and can show you what customers actually think.

These bots analyse feedback around the clock and can rank thousands of reviews based on specific themes such as the staff, cleanliness, price, or quality of service, for example.

But you’ll still need to find a tool that does it all and does it right!

Here at Partoo, we’ve developed a Competitive Intelligence tool that can carry out an in-depth semantic analysis of all your reviews, then do the same with those of your competitors.

Imagine one of your customers leaves the following review: “The staff are charming, but the store’s dirty and it’s too expensive.” Using the customer’s exact words, our tool will then detect three distinct themes and determine the associated strengths and pain points:

• “The staff are charming” → Personnel (+);
• “The store’s dirty” → Cleanliness (-);
• “It’s too expensive” → Price (-).

Once these themes have been defined, the tool will automatically retrieve your competitors’ Google reviews. The semantic analysis of your competitors’ reviews will then begin! You can then compare the analyses to understand how you square up to your competitors: what are their weaknesses, what you can capitalise on… And, of course, see where your business needs to up its game.

Using AI to understand perception gaps

Just knowing that your and your competitors’ customers are talking about “prices” isn’t enough. You need to understand the exact ins and outs.

Imagine the following scenario: one of your competitors’ prices are 10% higher than yours, but they’re nonetheless getting better customer satisfaction feedback than you on the “price” front. What’s that all about?

Well, this data simply means that its customers have highlighted its “excellent value for money”, regardless of the higher price. At the same time, customers leaving these online reviews probably appreciate the quality and durability of the products in question.

This example proves a key point: customer perception is relative.

Thanks to AI, you can analyse customer feedback in depth to accurately see how customers perceive your product or service. Going back to the above scenario, AI can, for example, detect whether the reviews are complaints about the actual cost (the monetary barrier) or the perceived value (the value for money aspect). Your brand will then see that it doesn’t need to lower its prices but rather launch a comms drive to highlight the quality of its products, thereby reducing the perception gap between your brand and a higher-scoring competitor.

Partoo’s Competitive Intelligence tool is geared to analyse this data to provide you with actionable insights. After scanning and categorising your and your competitors’ reviews by themes, the tool calculates the average rating for each criterion and then provides an AI-generated summary of how the analysed company’s perceived.

This semantic review analysis allows you to immediately visualise your competitive benchmark. By identifying these perception gaps, you can target and prioritise corrective customer-facing initiatives.

Customer quotes to power AI analyses

Even if you read your own and your competitors’ reviews, trawling through tons of quotes to find the reasoning behind a rating is a gruelling task.

Fortunately, AI cuts through the noise and extracts the real evidence behind these snapshots, whether it’s a star rating or a GenAI summary.

For example, artificial intelligence will spot if a competitor’s rating increase is because their staff are “always available” or thanks to “excellent sales assistants who helped me pick the right laptop”, just by sifting through what customers actually said.

By using Partoo’s Competitive Intelligence tool, your competitors’ strengths and weaknesses will be backed up by direct quotes drawn from specific reviews. If a competitor suddenly sees their reputation soar, the tool will extract exact phrases left by satisfied customers, such as “I love their new kiosk system, it’s so easy to use”. All you have to do is react accordingly to stay one step ahead of the competition!

From now on, you’ll no longer have to rely on guesswork; if your business is losing ground, you can directly tap into your competitor’s recipe for success.

Partoo’s Competitive Intelligence tool provides an overall view and compares your performance to the rest of the market. Semantic analysis of your competitors’ reviews will help you precisely identify where you’re outshining the competition and areas where you’re lagging behind.

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