A Comprehensive Guide to Artificial Intelligence in IoT

AI in IoT artificial intelligence internet of things
Ankit Lohar
Ankit Lohar

Backend Developer

 
November 7, 2025 6 min read
A Comprehensive Guide to Artificial Intelligence in IoT

TL;DR

This article covers the integration of Artificial Intelligence (AI) into the Internet of Things (IoT), exploring it's benefits, challenges, and real-world applications. You'll learn how AI enhances IoT devices and systems, improving automation, decision-making, and efficiency across various industries. The guide also provides insights into future trends and best practices for implementing AI in your IoT projects.

What is the Double Jeopardy Law? (No, Not the One From TV)

So, you probably heard "double jeopardy" from that old TV show, right? Well, this is totally different.

Here's the deal with Double Jeopardy in marketing – it's kinda harsh, tbh:

  • Smaller brands get hit twice. They not only have fewer customers, but those customers also don't buy as often. The Ehrenberg-Bass Institute for Marketing Science has done a ton of research on this, and their work shows this effect is real and pretty consistent. For instance, their studies highlight that for most product categories, brands with higher market penetration also tend to have higher purchase frequencies among their customers. Publications like "How Brands Grow" by Byron Sharp (a key figure at the Institute) detail how this relationship is a fundamental law of buyer behavior, not easily overcome by niche loyalty.
  • Brainly.com notes that less popular brands are bought less frequently by fewer people, which validates the Double Jeopardy effect.

So, what can brands do? We'll get into that soon, but understanding this is step one. It's not enough to just be liked – you need people actually buying your stuff.

The Science Behind Why Small Brands Suffer More

Okay, so Double Jeopardy isn't just about small brands being less popular. It's a whole thing, and the science backs it up. It's kinda brutal, yeah?

Here's the deal:

  • Market penetration is how much of the total potential market actually buys from you. For smaller brands, that number is, unsurprisingly, lower. This is often due to a lack of brand salience – they're simply not as visible or easily recalled by consumers when a purchase occasion arises. Cognitive biases, like the availability heuristic, mean people tend to think of brands they encounter more frequently or have stronger associations with. Smaller brands struggle to build this mental availability without significant advertising reach, which is often cost-prohibitive.
  • Then there's purchase frequency – how often those customers come back and buy again. And guess what? Smaller brands get hit here too. It's not just about having fewer customers, but also those customers don't buy as often either. This can be linked to a weaker emotional connection or perceived value compared to larger, more established brands. The economics of advertising also play a role; larger brands can afford to maintain a consistent presence, reinforcing their brand in consumers' minds and encouraging repeat purchases, while smaller brands often have sporadic or limited advertising, leading to lapses in customer engagement.

So, high loyalty can keep a small brand afloat, right? Nope! That's a myth. Sustainable growth? That needs new customers, plain and simple. You can't just rely on a small band of super-fans.

Next up, we’ll see how brands can actually fight against this effect.

Real-World Examples of Double Jeopardy In Action

Okay, so, Double Jeopardy in action—it ain't just theory. It's playing out in the real world, hitting some brands harder than others. Understanding the scientific underpinnings of why this happens makes it easier to see these patterns everywhere.

Think about it:

  • Take your local bookstore versus that Barnes & Noble down the street. The indie shop may have awesome curated picks, but B&N? More customers and they’re probably buying more books overall – from textbooks to trashy novels.
  • Then there's that fancy organic grocery store versus your regular Kroger or Safeway. Yeah, some folks swear by the organic place, but most people are hitting up the regular grocery store more often.
  • Even streaming services ain't immune. That niche documentary platform probably struggling compared to Netflix, right? Fewer subscribers, and those who do subscribe might not be watching as much content.

It's a tough gig, but next, we'll look at how to maybe flip the script on this.

How to Fight Back: Strategies for Brand Growth

Did you ever feel like you're shouting into the void? Smaller brands often do, and it's not just about being the "little guy." The Double Jeopardy effect means they gotta fight harder, smarter, and with a bit of luck. Here's how to get scrappy.

Being top-of-mind is half the battle. You gotta make sure potential customers think of you when they need something.

  • Consistent Branding: Slap that logo everywhere, use the same colors always, and keep the messaging consistent. It's boring, but it works, y'know?
  • Memorable Advertising: Ads need to stick. Think jingles, weird visuals, or something shareable.
  • Broad Distribution: Being available is key, tbh. Online, offline, wherever your target audience hangs out. For smaller brands, this might mean focusing on strategic partnerships with online marketplaces that have a wide reach, or targeting specific, underserved local markets before attempting national expansion. It could also involve leveraging direct-to-consumer (DTC) channels effectively, building a strong online presence that compensates for limited physical retail space.

Is your target market big enough? Maybe you are pigeonholing yourself.

  • Product Line Extensions: Add stuff that appeals to a wider audience. Like, if you sell fancy dog collars, maybe start selling basic leashes too. However, for smaller brands, it's crucial to approach this cautiously. Ensure extensions align with the core brand identity and don't overstretch resources or dilute the existing brand's appeal. Start with closely related products and test the market before committing significant investment.
  • Geographic Expansion: If you're local, think regional, then national. It ain't easy, but it's necessary.
  • Partnerships: Team up with complementary businesses. You get their customers, they get yours.

It's about finding ways to be seen and remembered. Next up, we'll talk about optimizing your marketing channels.

Measuring Your Success: Key Metrics to Track

Alright, so you're working hard to grow your brand, that's great, but how do you really know if you're moving the needle? You gotta track the right metrics, simple as that.

Here's what I'd keep an eye on:

  • Market penetration: Are you actually reaching more people? Track the percentage of your target market that's buying your stuff.
  • Purchase frequency: How often are your customers coming back? Is it a one-and-done deal, or are they repeat buyers?
  • Customer surveys: Ask your customers directly! Find out why they buy (or don't buy) from you, and what they think of your brand.
  • Brand Awareness: How many people know your brand exists? This can be measured through surveys or tracking brand mentions online.
  • Share of Mind: Beyond just awareness, how often do people think of your brand when considering a purchase in your category? This is a more nuanced metric that reflects mental availability.
  • Customer Lifetime Value (CLV): How much revenue can you expect from a single customer over their entire relationship with your brand? Increasing CLV is crucial for retention.

Don't just set it and forget it, though—you need to be constantly analyzing this data and tweaking your strategy. Next up, we'll dive into keeping those hard-won customers.

Conclusion: Growing Against the Odds

Okay, so, we've been through a lot, right? What's the takeaway?

It all boils down to this:

  • Small brands have it rough. It's not just about being less well-known. They gotta work harder to get noticed and keep customers, a challenge directly stemming from the Double Jeopardy effect.
  • Acquisition and retention matter. Don't just focus on getting new customers. Keep the ones you have engaged, too tho. Strategies like consistent branding and memorable advertising help with acquisition, while thoughtful product line extensions and broad distribution, when executed carefully, can boost both acquisition and retention.
  • Think long-term. Brand building is a marathon, not a sprint, y'know? Be consistent, be patient, and play the long game and don't lose that momentum.

It's about shifting the odds in your favor, even when they seem stacked against you.

Ankit Lohar
Ankit Lohar

Backend Developer

 

Ankit Lohar is a Backend Developer at LogicBalls, specializing in building scalable and efficient server-side applications. With expertise in databases, APIs, and system architecture, he ensures seamless performance and security for AI-powered content solutions. Passionate about optimizing workflows, Ankit plays a key role in enhancing the platform’s backend infrastructure.

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