One of the biggest misconceptions I see right now is that AI agents are ready to take over most work. They’re not. Especially in frontline organizations where accuracy directly impacts customers, operations, and safety. Even in one of the most advanced use cases like agentic coding, accuracy is still in the 80 to 90 percent range. For most enterprise scenarios, that simply isn’t good enough. Imagine a store associate, nurse, or technician getting it wrong 20 percent of the time.
We’ve seen this movie before. Voice didn’t really take off until accuracy crossed that ~95 percent threshold. AI will get there. The level of investment going into this space makes that inevitable. But as you get closer to 90 percent, every 1 percent improvement becomes significantly harder.
It works in coding today because developers are used to it. Debugging is part of the workflow. That tolerance doesn’t exist in most frontline environments where errors have real consequences.
So the practical approach is simple. Focus on use cases where 80 percent accuracy is acceptable and keep a human in the loop to catch the rest. That’s exactly where we’re focused at MangoApps, enabling frontline AI use cases that are grounded in reality. From helping a technician troubleshoot an issue in real time to guiding a store associate during a customer interaction, all with the right guardrails in place.
When AI can do 80 percent of the work in 5 to 10 percent of the time, that’s a massive gain. If you’re not leaning into that, you’re leaving real productivity on the table.
Short, human-written takes on frontline work, product, and AI — one email, once a week.
Most frontline organizations struggle not just because their systems are fragmented across communication, operations, and knowledge, but also because they lack modern, AI-powered tools built for how work actually happens today. Over the past 15+ years, I’ve focused on solving this problem—helping organizations eliminate silos and build a unified platform for daily work. My work sits at the intersection of frontline workforce operations, employee experience platforms, and AI-native digital workplace technology. At MangoApps, we’ve built an AI-native workforce platform that brings people, tools, knowledge, and AI together in one place—so managers can keep teams aligned, work moving, and employees supported across frontline and office environments. Today, our platform supports millions of employees globally, helping organizations simplify operations, improve communication, and deliver a more connected, intelligent workplace experience.
