UX Design: Tech Leaders’ New Tactics Based On Surprising User Behavior

User testing can be humbling for a product team. No matter how carefully a UI or UX is thought through and built, real users often behave in unexpected ways, like skipping instructions, clicking anything that looks interactive, and assuming systems will understand their intent. While gaps between intended flows and actual behavior can initially feel like failures, they provide important data designers need to innovate and improve.

Observing how users truly engage with products forces teams to rethink assumptions, simplify experiences and design for real-world behavior instead of idealized journeys. Below, members of Forbes Technology Council discuss surprising user behaviors that reshaped how they thought about UX design and the practical adjustments they made as a result.

Add Psychological Reassurance To Build User Trust

Exceptional UI isn’t just about functionality; it’s about providing the psychological anchors and cues users need. We learned this firsthand when introducing auto-save and removing the manual “Save” button. Instead of delight, users felt anxiety. Without that click, users didn’t trust their work was saved. Even though it wasn’t technically needed, restoring the button gave them peace of mind. – Neil Lampton, TIAG

Support Both Structured Tasks And Natural Conversation

Users often treat AI like a conversation partner, even inside structured workflows. They type questions in places meant for simple actions, like a form or a button, expecting AI to understand it. That insight has pushed our designers to create experiences that support both structured tasks and natural conversation. – Afif Khoury, SOCi, Inc.

Simplify Interfaces To Match How Users Actually Navigate

We noticed users don’t follow interfaces the way we expect. They poke around the system and expect clarity right away. Seeing how quickly they jumped into tasks pushed us to simplify layouts and make the UI respond more naturally to their intended actions. It changed how we think about guiding people through the product. – John Pettit,Promevo

Expand AI Chatbots To Handle End-To-End Tasks

We’ve noticed how more developers have started implementing AI. Previously, users had to go through multiple steps to perform a task in a program. For example, in website builders, users had to choose templates and customize them. AI has changed the UX so that every task can be performed through an AI chatbot, and users now seem to expect software to include a chatbot that can handle any task for them. – Filip Borcov, Site.pro

Design Interfaces As Fully Tappable Canvases

Users were repeatedly tapping non-interactive icons, thinking they were functional buttons. This wasn’t a failure of labeling, but a clear signal that users expected everything on the screen to be responsive and actionable in a highly intuitive, dynamic environment. We had to rethink the core interaction model, shifting from a traditional READONLY element design to a “tappable canvas” approach. – Narendra Lakshmana Gowda, Walmart Global Tech

Add Intentional Friction To Increase Conversion

Sometimes, adding friction increases conversion, especially when it comes to onboarding. This is counter to most advice, which is to reduce as many clicks as possible. However, if you let the user know up front, “This may take a couple of minutes, but it’s because of ‘X’”—with “X” being the main value of using the app—they will be more likely to finish onboarding because they feel like they’ve “opted in” to spending the time. – Haz Hubble, Pally

Turn Empty States Into Momentum Builders

A surprising behavior I’ve seen is users treating empty states as dead ends, not starting points. Even with a clear CTA, many users assume something is broken and try to back out. It taught me to redesign empty states with momentum—templates, sample data or one-click starters—so users feel like they’re continuing a flow, not confronting a void. –Srinivas Mudireddy, New York Life

Replace Guided Tours With Contextual Help

Most users completely ignore guided workflows and product tours when they first sign up. They want to explore immediately and only look for help once they feel stuck. This surprised us and pushed us to move away from proactive guidance toward contextual help that appears only when a user pauses, hesitates or spends an unusually long time in one place. – Harshil Shah, DXFactor

Prioritize Mobile-First Experiences

Mobile friendliness is key. AMP is real. If you are not testing across all devices, you’re losing potential customers in the crosswinds. Ensuring stable, reliant and immersive mobile experiences caters to the estimated 65% of devices that access your web page or software on a daily basis. – Michael Gargiulo, VPN.com

Design For Emotional Engagement

One surprising discovery about creating UI/UX is how much successful adoption depends on a user’s emotional experience when using the interface. There is a direct link between adoption success and intuitive, visually compelling designs. An interface needs to be technically functional, but it’s also essential for it to be engaging, psychologically appealing and enjoyable to use. – Jennifer Gold, Risk Aperture

Reduce Choices To Prevent User Error

We found that users routinely ignored features we carefully explained and instead invented shortcuts we never designed for. Watching this happen forced us to simplify interfaces and surface intent, not options. Good UX is less about teaching users and more about removing opportunities to choose the wrong thing. – Paul Kovalenko,Langate Software

Pair Icons With Clear, Descriptive Labels

A surprising thing we’ve noticed is that users often overlook or misunderstand icons, even ones we think are obvious, and instead rely on text to guide them. Pairing icons with clear labels, using familiar designs and testing with real users can make a big difference in how intuitive your interface feels. The key is to prioritize clarity and simplicity to meet users where they are. – Prasad Banala

Design Interfaces Around Human Behavior, Not System Logic

One surprising behavior: Users treat AI fields like search bars. They ignore structure and just type whatever feels natural. It made us rethink design. It’s like building a machine that expects Lego blocks, but people pour in sand instead. The lesson is simple: Match the UI to how people think, not how systems prefer to work. – Ajay Jayagopal, Storylane

Use Visual Cues To Guide User Attention And Action

Users will confidently click the “wrong” thing—even when the interface clearly labels the correct action—if the wrong element visually looks more actionable. Users will always follow visual cues over logical cues, so great UX design must prioritize attention guidance, not just accurate labels or clean layouts. – Vinay Kumar Kotamarthi Veera,Centific

Make Every Element A Button

Users kept clicking static data visualizations, expecting them to act as filters. They instinctively treated information as an interface. We realized our “read-only” approach was obsolete. We pivoted to fully interactive dashboards where every element is a button. Prioritize “desire paths” over intended design; if they click it, make it work. –Miguel Llorca, Axazure

Make It Easy To Access Help

During agent training, we noticed newbies skipped flashy dashboards and hunted for the “Call for Help” button. Turns out, when people feel overwhelmed, they don’t want features; they want a lifeline. We simplified everything around that instinct. The UX lesson? In high-stakes journeys, clarity beats cleverness. Make help feel human, not hidden. – Joel Frenette, TravelFun.Biz

Keep Users Engaged During System Wait Times

One thing that surprised me is how quickly people lose patience the moment an app makes them wait, like during an LLM response. What actually helps is giving them something to play with while they wait: a small interaction, a hint or a summary. It will keep the user engaged. – Rajmeet Singh Chandok, YouLearn, Inc.

Surface The Most Important Information First

During testing, I noticed that users ignore advanced dashboards and focus only on the first metric they see. This forced me to simplify layouts and highlight the most critical insights up front. Real usage showed that clarity and quick understanding matter far more than the number of features on the screen. – Srikanth Bellamkonda, Barclays

Tailor User Flows To Different Customer Types

Your UI may be good for you, but not for users. Additionally, a UI may be good for a certain type of customer, but not one you are marketing to. We had to rethink our approach: Cast a net, then cater the ensuing flow to a user who has been captured by the flow in the first place. Their experience will ultimately end up being different from that of users coming in from other endpoints. – WaiJe Coler, InfoTracer

Make Automation Transparent And Reversible

A surprising pattern we saw was users pausing whenever the UI felt “too smart.” When an automated step happened without a clear cue, people hesitated, even if it saved time. We redesigned to make the system’s intent visible: small progress whispers, micro-explanations and reversible actions. The insight: Speed builds efficiency, but clarity builds confidence. – Dileep Rai, Hachette Book Group

Previously published on Forbes.