Trends & best practices
The impact of AI on eCommerce.
By Quantum Metric
Sep 4, 2025

8 min read
The way we shop online is shifting faster than most brands can keep up. eCommerce is no longer just about flashy product pages or slick designs—it’s about creating shopping experiences that feel effortless, personal, and almost intuitive. Customers expect brands to know what they want, anticipate their frustrations, and remove friction before they even notice it.
Artificial Intelligence (AI) is the force driving this shift. And while most conversations about AI in eCommerce focus on familiar tools like recommendation engines or chatbots, the real story is in solving one of the industry’s most expensive headaches: cart abandonment. With nearly 70% of carts left behind, retailers lose billions every year. Traditional analytics and A/B testing can highlight the problem, but they rarely explain why it happens—or stop it in the moment.
Imagine if you could see a customer’s intent to abandon their cart before they click away. Imagine if you could uncover the hidden reasons behind their hesitation and resolve them in real-time. That’s the promise of AI. And that’s what this guide will explore.
Why do shoppers abandon their carts? Meet the top reasons for high abandonment rates.
First, let's talk about the elephant in the room: why do people abandon their carts? It's a question every eCommerce manager has asked. The reasons are varied and complex, but often they boil down to a few key culprits:
- Unexpected costs: The number one reason. A shopper sees a great price, adds an item to their cart, only to be hit with high shipping fees or taxes at checkout.
- Forced account creation: A quick, convenient purchase turns into a frustrating roadblock when a site forces a new user to create an account before they can check out.
- Complex checkout processes: Too many steps, too many fields to fill, and a confusing interface can cause a shopper to give up.
- Technical issues: A slow-loading page, an API error, or a broken payment button is a sure-fire way to lose a sale.
- Just browsing: Sometimes, a customer is simply window shopping, using the cart as a wishlist.
The traditional approach to solving these issues involves looking at a spreadsheet of data after the fact. You might see that 20% of users drop off on the shipping page, but you don't know why. Was it the cost? The slow page load? A confusing form? This is where a reactive approach falls short. You're left guessing and making broad changes, hoping something sticks.
How AI is revolutionizing eCommerce and reducing cart abandonment.
AI-powered digital experience platforms are fundamentally changing the conversation from "What happened?" to "What's happening right now?" and "What's likely to happen next?" They work by continuously and automatically capturing every single customer interaction on your site—every click, scroll, swipe, and keystroke.
By applying machine learning and behavioral analytics to this stream of data, AI can do what traditional analytics can't: it can detect subtle behavioral patterns that signal customer struggle or frustration. Think of it as having a digital analyst watching every single customer, 24/7, and instantly flagging when someone is about to have a bad time.
Here are some of the ways AI is directly impacting and reducing cart abandonment:
AI's role in the customer journey.
The customer journey is no longer a linear path from homepage to checkout. It's a series of starts and stops, detours, and regressions. AI helps you visualize and understand this complexity in a way that traditional analytics simply can't. By analyzing millions of unique user sessions, AI can build a predictive model that identifies the most common user paths and, more importantly, the specific points where users struggle or drop off. This allows you to go beyond single-page analysis and see the holistic picture of the customer's path, from their first click to their last.
Solving user problems with real-time friction detection.
This is the holy grail of conversion optimization. Instead of waiting for a support ticket or a bad review, AI can identify a problem in the moment.
- Rage clicks: When a user repeatedly clicks on a button or link that isn't working, it's a clear signal of frustration.
- Error pages: AI can instantly alert teams when a user hits a 404 page or a broken checkout screen, allowing for immediate intervention.
- Confused navigation: AI can spot when a user is endlessly circling back and forth between pages, suggesting the site's navigation is confusing.
With these insights, teams can prioritize and fix the issues that are costing the most revenue. The platform can even quantify the business impact of each issue, so you know exactly which bug or bad user experience to fix first. This isn't just about a better experience; it's about a clear, quantified ROI.
Optimizing the checkout process with AI and behavioral analytics.
The checkout process is often the most fragile part of the customer journey. AI helps to harden it by providing insights that were previously invisible.
- Form analytics: AI can analyze form field behavior to show you exactly where users are struggling. Are they having trouble with the credit card number field? The address line? These insights allow you to streamline and optimize the form for maximum completion rates.
- Dynamic and predictive forms: AI can predict and pre-populate information based on a user's browsing history or a single piece of data (like a zip code), saving them time and reducing the cognitive load of a long form.
Using AI to drive eCommerce growth.
While many analytics tools can show you what’s happening, the real power lies in turning insight into action. That’s where a platform that fuses behavioral data with AI becomes a true game-changer.
Quantum Metric was built to deliver more than dashboards—it delivers quantified insights. With one click, you can see exactly how much a broken button or clunky checkout flow is costing your business, and prioritize fixes based on real ROI. This eliminates guesswork, creates alignment across teams, and accelerates action.
What takes this even further is Felix AI, Quantum Metric’s built-in digital assistant. Felix doesn’t just surface data; it helps interpret patterns, highlight opportunities you might have missed, and guide you toward the next best action. It’s like having an expert analyst embedded in every workflow—one who never sleeps and never misses a signal.
The future of eCommerce isn’t about drowning in more data; it’s about smarter, AI-powered data. With Quantum Metric and Felix AI, you can shift from reacting to issues after the fact to proactively preventing them, building experiences so seamless that cart abandonment becomes a relic of the past. By embracing AI, you’re not just improving conversion rates—you’re creating digital relationships that feel personal, relevant, and lasting.
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