Mobile AI 2026: What Users Actually Want
AI features in mobile apps everywhere. But usage data tells a different story than what the hype suggests. Here's what people are actually using and paying for.
I was wrong about mobile e-commerce adoption. The pandemic acceleration was real. Here's why mobile-first is non-negotiable for 2021.
Abhi Asok
Founder & CEO, Arvension Technologies
Two years ago, I would have told you that mobile commerce was a "nice to have" for retail. A check-the-box feature for companies that already had solid web presence. I was wrong. The data from 2020 is impossible to ignore, and if you're not reorganizing your business around mobile as your primary channel in 2021, you're already behind.
Let me walk you through what changed my mind.
In early 2020, before the pandemic hit hard, mobile accounted for about 52% of e-commerce traffic. That's substantial but the question was always whether that traffic converted at rates comparable to desktop. The answer was historically "no"—mobile drove volume but desktop was the revenue driver. That made the narrative easy: mobile is a top-of-funnel channel, invest in web.
By December 2020, mobile was 67% of e-commerce traffic. More importantly—and this is the part that actually matters—mobile was driving 43% of e-commerce revenue. On the surface that seems like lag. But consider what that means: mobile is nearly two-thirds of traffic and almost half of revenue. That's not a lag. That's parity in an emerging channel.
The companies actually paying attention saw this shift in real time and moved. They redesigned their mobile apps. Optimized checkout flows. Invested in faster load times. I worked with a mid-size fashion retailer who in March 2020 shifted 60% of their budget from web optimization to mobile app acceleration. By October, 58% of their revenue was mobile. They're not an outlier—they're the leading edge of how mobile commerce actually works.
Here's the thing that most business leaders get wrong: they look at "mobile is 67% of traffic, 43% of revenue" and think "so desktop is still more efficient." That's backwards. What that actually shows is that mobile conversion rates were catching up at an accelerating pace, and there's no reason to assume that trend stops in 2021.
The conversion gap narrowed by roughly 8 percentage points over 12 months. If that continues—and I'd argue it will with better mobile-optimized checkout and payment flows—then mobile is at parity with desktop for conversion before the end of 2021.
Think about what that means for app strategy. If you're building a new e-commerce business right now, investing equally in web and mobile is probably wrong. You should probably build mobile-first, then adapt to web. This is different from responsive design. This is "mobile is where customers actually buy things" design.
What accelerated this more than any pandemic-driven behavior change is payment infrastructure finally catching up. Apple Pay, Google Pay, Samsung Pay—these payment systems matured in 2020 in ways they hadn't before. One-click checkout on mobile became viable at scale.
Compare that to desktop, where payment options feel stuck in 2015. Enter your card, verify your address, wait for a code, enter the code. On mobile, you tap, authenticate with your face, done. The user experience is objectively better. Checkout abandonment on mobile payment-optimized flows is running 10-15 points lower than web.
That's not going to reverse.
Most of the companies I work with aren't consumer e-commerce. They're B2B. Manufacturing. Supply chain. Finance. And they're still thinking of mobile as a thing that's "nice for field teams" to check inventory or approve expenses.
I'm here to tell you that if your enterprise software still looks like it was designed for a 22-inch monitor, you're creating friction for your users that's costing you money. Literally. More errors in field-based data entry because people are squinting at a form on a phone. Slower approval workflows because users won't open their laptop to approve something they could approve instantly on their phone.
The 2020 shift in consumer behavior has normalization effects. Your field team, your warehouse staff, your operators—they now expect enterprise software to work on mobile the same way their Uber and Instagram do. If it doesn't, they find workarounds. Those workarounds are always more expensive than just building mobile-first to begin with.
I think 2021 is when mobile payments become the default for most e-commerce, not the option. I think the companies that hit that transition earliest will see measurable conversion improvements. I think retail margins get squeezed tighter for companies that haven't optimized mobile checkout.
And I think enterprises start getting serious about mobile not because it's trendy but because their own employees demand it. That shift in expectations is already starting and it's going to accelerate through the year.
If you've been treating mobile as secondary to web, now is the moment to re-evaluate. The data isn't subtle. The commercial upside isn't theoretical. The only question is how quickly you can move.
AI features in mobile apps everywhere. But usage data tells a different story than what the hype suggests. Here's what people are actually using and paying for.
Nine years building mobile apps. The native vs cross-platform debate isn't settled by hype. Here's what the data actually shows and what it means for your next app.
On-device AI models (Apple Intelligence, Google Gemini Nano) make offline-first AI possible. Real patterns for building features that work without internet.