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Improving Your Product Bundling Strategy with an AI Assist

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Dirk Lester

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Okay, let's talk about something that's been bugging me a bit. Do you remember the first time Netflix recommended a film or a television show, that wasn’t like the big new release and so an obvious suggestion, that it turned out that you still wanted to watch? I ask because it’s been so long now that I honestly don’t know if I can anymore. I’m a big sci-fi nerd, so I do recall being simultaneously struck by both the implications and only half-humorously reminded of how Frank Herbert’s Butlerian Jihad began, but not exactly how far back that first moment was. Well. That same predictive power can now be turned toward your online store’s Product Bundling strategy.

We’ve reached the point where smart AI tools aren't just good for crunching numbers and writing emails you’d rather avoid. They've gotten good at identifying purchasing patterns that human analysts would need months to spot. We're talking about discovering that the customers who buy your shark fin for cats cat jacket at 7 AM on Tuesdays are 73% more likely to add catnip-filled fish toys or your Orca-themed pet bed when they’re bundled at checkout.

That's not just intuition; that's AI’s intelligence. Ok. In that instance, it was 99.9% obvious, not the result of super-science machine learning, but everyone always uses the same six boring product examples in e-commerce posts like this, that was more fun, and you still got the picture.

What’s Wrong With Your Current Bundling Strategy (And How AI Might Fix It)

Much as I’d like to keep making jokes, there was also a serious point to that example. That most of the unassisted product bundling offers we currently encounter shopping are as obvious as pairing peanut butter with jelly, shampoo with conditioner or pet toys with pet food. But online retailers still playing it safe, offering obvious product combos, are missing out on all the weird, wonderful, wildly profitable product connections hiding out (like crooks on the run) in store data.

Using Smart AI Bundling is literally applying savant-like pattern recognition to all your customer browsing data, each add to cart, and every sale. It spots things like customers who buy red wine on weekdays between 5-7 am being 68% more likely to add either electrolyte packets and B-12 or scented candles and sleep masks to their cart. (Look I was up-front that these should be fun).

Seriously though. Try figuring that out with a spreadsheet and a Venti Americano. The beauty is, generative AI engines are getting smarter and smarter every day. They're constantly adapting and adjusting based on what we, which is to say consumers, are feeding them. So now. When summer's hot product combo becomes fall's dud, AI catches it before you notice the leaves turn.

Finding Additional AOV Unexpected Pairings

Traditional product bundling focused on obvious product pairings. Phones with cases, fluffy white cats with anti James Bond traps, socks with shoes. But Smart AI tools? They’re out there realizing that consumers buying volcano lair furnishings are 3.2x more likely to purchase head mounted lasers for their sharks. These aren't random correlations. They're behavioral patterns that reflect how real people actually shop. And when you start bundling and upselling based on seemingly random but nevertheless consistent shopping behavior? That's when average order value can really jump.

If you’re a retailer selling french press coffee makers with customers who’re inexplicably also purchasing artisanal honey. Not coffee filters. Not coffee beans. Honey. Like, what? For their pour-overs? For some kind of caffeinated mead? Who knows. Your Smart AI bundler won't care why. It’ll just know the pattern’s real, and start offering a Mead Hall Buzz Bundle that’ll goose your AOV. That's the kind of irrational bonkers-but-brilliant insight you don't get from gut instinct.

The Art of the Unforced Upsold Bundle

We've all been on the crappy consumer side of all of this. You're trying to buy one thing online, and suddenly you're being bombarded with "you might also like" suggestions that don’t make any sense. Upselling and Bundling with Smart AI assists change that game entirely. Instead of shotgun-blasting product recommendations at your customers. It serves up suggestions based on what they're actually doing, combined with what similar customers have already loved. It's personalization that feels helpful, exactly like the Netflix film and TV suggestions we started with

Picture someone buying tyrannosaurus rex costumes for their pet chickens. What? You’ve been warned at least twice now. Old school upselling might throw generic coop accessories at them. But your Smart AI bundler could make “is probably a vegan” connection and suggest your Seitan, Tempeh and Jackfruit (chicken substitutes) cookbook. Do you see the difference? One's wrote; the other's actually useful. It's perfect conversational timing, but for e-commerce retailers.

The Better Bundles Data You're Sitting On

In addition to having a weird sense of humor, I’m an unapologetic data junkie. So it kills me that most e-commerce merchants are sitting on mountains of actionable consumer behavior and customer sales data and doing absolutely nothing with it. Every custom option selected, every odd product variant chosen, every at first glance curiously abandoned cart. It is all just business intelligence waiting to be decoded.

Smart AI can dig into this data and surface shopping insights such as:

  • Which product customizations lead to the highest customer lifetime value
  • What combination of options predicts a repeat purchase
  • Which add-ons actually increase satisfaction versus just padding the bill

We've seen businesses discover that customers who choose gift wrapping spend 45% more per order on average. Or that people who select expedited shipping come back 2.3x more often. These aren't just fun facts. They're actionable insights that could directly impact your bottom line.

The Practical Side of AI Product Bundling

Enough e-commerce consumer satisfaction theory for Shopify Merchants. How do you actually make this happen on your online store without hiring a team of data scientists? Start small. Pick your top-selling products and run a pilot program. There are Smart AI Upselling Apps fully compatible with Bundling Apps.

The key is always clean data. Garbage in, garbage out, as they say. Make sure your product information is consistent, your categories make sense, and your historical data is accessible. Smart AI cannot work miracles, if you're feeding it junk. And please, for the love of all that's profitable, don't try to override the AI recommendations based on what you "think" customers want. The whole point is the machine sees patterns, you might not believe. So trust the process.

The Smart AI Bundles Reality Check

I would never claim that AI is going to solve all your Shopify store’s problems. You’ll still need great products, reliable customer service, and a brand consumers can trust. But when it comes to maximizing each customer’s average order value? Smart AI bundling is like having a cheat code. The merchants embracing this now are the ones who'll be explaining to their competitors in two years why their shop’s AOV is double their industry average. The technology's here, it's accessible, and it works. The only question is whether you'll be an early adopter or playing catch-up.



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About the author
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Dirk Lester

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