Jevon Le Roux is the Co-Founder and CEO & Keeyu, an AI-powered platform helping ecommerce brands catch operational issues before they become customer complaints. Before Keeyu, he spent two decades in retail and ecommerce leadership, including roles at SurfStitch, P.E Nation, and Papinelle.
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This is a conversation about the hidden cost of reactive scaling, why "average response time" is an illusion, and why most e-commerce customer experience issues are actually operational failures in disguise.
The 48-Hour Audit: Fixing the Post-Purchase Breakdown
Admetrics: If you were hired today to rescue a struggling e-commerce ad performance, what would be the first three levers you'd check in the first 48 hours?
Jevon Le Roux, CEO and Co-Founder Keeyu: I'd start with the post-purchase journey, not the ads. First, I'd check where orders are actually breaking down (payment failures, fulfilment delays, shipping issues) since that's usually invisible until a customer complains. Second, I'd look at how support tickets are categorized, most brands can't tell you what % of complaints are actually operational, not product-related. Third, I'd map every system in the stack (Shopify, ERP, WMS, carriers) to find where they stop talking to each other, that's almost always where the real damage happens.
Operational Blind Spots and the Trap of Reactive Scaling
Admetrics: What was the most expensive mistake of your career so far, and how has it permanently changed the way you work today?
Early in my retail career, I learned the hard way that you can't hire your way out of an operational blind spot. At one brand, we kept adding support headcount to handle complaints instead of fixing why those complaints existed in the first place. It taught me that reactive scaling is a trap, and it's the core reason I eventually built Keeyu around prevention instead of faster response.
Why Dashboards and Fast Response Times Are Misleading
Admetrics: Is there a specific tool people in e-commerce over-rely on, when they should be focusing on a specific skill instead?
Jevon: People over-rely on dashboards and under-invest in the judgment to act on what those dashboards actually mean. A tool can show you a spike in returns, it won't tell you why, or what to fix first. That's still a human (or now, an AI agent) skill.
Admetrics: Tell us about a project that was successful precisely because you deliberately ignored common industry best practices.
Jevon: At Keeyu, we ignored the standard SaaS advice to build broad and went deep on one specific, unglamorous problem: proactive post-purchase operations. Everyone told us to build a general helpdesk tool. Going narrow is exactly what got us our first customers, including EHP Labs, who saved $455,000 and cut reactive support tickets by 55% once we solved that one problem well.
Admetrics: Which golden rule in e-commerce that was absolute gospel five years ago is now considered harmful or misleading?
Jevon: "Respond to customers fast" used to be the gold standard. Now it's actually a symptom of a deeper problem, if you're optimizing response time, you've already accepted that failures are inevitable instead of preventable.
Admetrics: In your opinion, which metric is completely overrated by most people, even though it holds little real significance?
Jevon: Average response time. Everyone tracks it, but it measures how fast you clean up a mess, not whether the mess should have happened at all.The 12-Month Bet: Proactive, agent-based AI that acts across the full customer journey, not just chat-based support. The value isn't answering questions faster, it's preventing the question from ever needing to be asked.
The Future of E-commerce: Proactive AI Over Reactive Support
Admetrics: How is AI currently being used for tasks that were previously simply impossible, instead of just using it purely to save time?
Jevon: We use AI to monitor the entire order journey in real time and catch failures before a human even knows to look, something that was operationally impossible to do manually at scale.The "Contrarian" Stance: Most ecommerce operators think customer experience is a support problem. I think it's almost entirely an operations problem wearing a support costume.
Final Thoughts: Listen to the Customer First
Admetrics: Thank you for sharing your expertise. To wrap up, what is the single best piece of advice you would give to someone just starting their career in e-commerce, and where can our readers go to follow your work?
Jevon: Solve a real, specific, painful problem before you worry about building something broad. Painkillers get bought, vitamins get ignored. You can follow my work at keeyu.com or connect with me on LinkedIn.
This conversation is part of The Ecom Leadership Series, where we decode the critical success factors for e-commerce growth together with industry experts. We focus on the essentials and deliver practical, field-tested insights directly from day-to-day business operations.