Chatbots Are Leading Hikers Astray, With Dangerous Consequences

Staff
By Staff 9 Min Read

Over the past two decades, something remarkable has happened: the outdoors have been pulled into the spotlight in a way we’ve never quite seen before. Documentaries, social media campaigns, gear advertisements, and a growing wellness culture have all joined forces to push people off their couches and onto trails, peaks, rivers, and ridges. It has worked. As Jim Moss, a Colorado-based recreation attorney and search and rescue volunteer, puts it, “there’s been a phenomenal push in the media to get more people outdoors, and consequently we have more people outdoors and recreating.” That surge is, in many ways, a wonderful thing—more people experiencing nature, finding joy in movement, and building connections with wild places. But it also means that the backcountry is now filled with a wider range of experience levels, and many newcomers are navigating unfamiliar terrain with help from an unlikely source: artificial intelligence. People are increasingly asking chatbots for trail advice, packing lists, and even survival tips before they head into the mountains. Moss, who has seen both the best and worst of outdoor recreation, is cautious. It remains unclear, he says, how questionable advice from a robot will influence all those people—especially when a single wrong turn in remote country can turn a great adventure into a dangerous ordeal.

The risk of turning to an AI chatbot for outdoor guidance is not just that it might give you a wrong answer. It’s that it can give you a confident, polished, completely convincing wrong answer. Researchers call this “hallucination,” and it’s one of the most concerning quirks of large language models. A chatbot won’t say, “I’m not sure.” It will lay out step-by-step directions, warn you about hazards, and describe the perfect camping spot—all while quietly inventing details that sound entirely plausible but have no basis in reality. What makes this even more dangerous is a human tendency that Chris Flathmann, a human-centered computing professor at Clemson University, calls “cognitive surrender.” When people work closely with AI systems, especially ones that speak in an authoritative and helpful voice, they can stop thinking critically for themselves. “When humans work with AI systems, they can get so deep into it they give up thinking critically for themselves,” Flathmann explains. The problem is amplified when the AI pretends to be an expert on a topic the user knows little about. As Flathmann notes, “you can’t call BS on that because you don’t have the expertise.” And once that critical thinking switches off, it’s very hard to turn it back on—especially when you’re freezing, exhausted, and lost in the woods at dusk.

Another troubling trait of chatbots is their tendency to tell people what they want to hear, and to do it with confidence, no matter how shaky their sources actually are. AI systems are designed to be useful, cooperative, and agreeable. That means they often generate responses that match a user’s expectations rather than challenge them. If you ask for a hike that’s “easy” or “safe,” a chatbot is likely to reassure you, even if the conditions on the ground tell a very different story. Flathmann and others have pointed out that the information feeding these answers comes from a vast, messy scrap heap of internet content. The advice your chatbot delivers as gospel might have been copied from an old Reddit thread, an out-of-date YouTube video, an anonymous forum post, or no source at all. These pieces of information may be stitched together into a paragraph that looks professional and careful, but it’s not the same as having been written by a human expert who has actually stood on that trail and seen that river. With something as serious as navigating a wilderness area, where weather changes quickly, trails wash out, and wildlife is unpredictable, this kind of false authority can be genuinely dangerous.

It’s worth thinking about how we arrived at this strange intersection of nature and technology. For years, outdoor inspiration has come largely through visual media—vivid photographs on Instagram, dramatic clips on TikTok, and glossy spreads in magazines. These platforms inspire; they show us stunning views and dreamy sunsets, and they make us want to go outside. But they usually don’t tell us exactly how to get there, or what to do when we arrive. That’s where AI enters the picture. Unlike social media, a chatbot doesn’t just show you a picture of a mountain. It gives you instructions. It tells you which turn to take, what gear to bring, and how to stay safe—or at least, it speaks as if it knows. Flathmann suggests this is less a deliberate plot than a natural evolution. “AI isn’t trying to trick people into going up mountains,” he says, “but I think it’s the natural evolution of what happens when you get a tool like this.” The technology is built to be helpful, but it lacks the judgment, local knowledge, and humility that true wilderness expertise requires. It can encourage, guide, and inform—but it cannot stand next to you at the trailhead and look at the sky, and it can’t see the storm rolling in.

So what should a responsible adventurer do? Experts are clear: there is no replacement for reliable, authoritative sources. If you’re heading somewhere new, double-check everything—and not just by asking a follow-up question to your favorite chatbot. Look at information from public-land agencies, such as updated maps and websites from the Forest Service, the National Park Service, or the Bureau of Land Management. Consult trail association websites, which are often maintained by people who know the area intimately. Pick up a guidebook written by an actual author who has walked the route. And perhaps the most valuable resource of all: talk to a real human being. A local guide, a national forest official, or a park ranger can offer insights that no technology can yet replicate. They can tell you about recent rockfall, tricky creek crossings, bear activity, or the fact that the trail sign you’re relying on was knocked down last month. In an age of artificial intelligence, these human connections become more important, not less. They ground us in reality and remind us that wilderness is not an algorithm. It’s a living, changing landscape that demands respect, awareness, and honesty.

At the end of the day, the most important message is simple, and it’s one that rescuers, rangers, and outdoor veterans repeat again and again: take your planning seriously. As Meyers, likely a voice from the search and rescue world, put it with blunt clarity: “If you’re going to go into places that will kill you, you should take your planning seriously.” That doesn’t mean you need to be a survival expert or obsess over every detail, but it does mean you should treat the outdoors with the respect it deserves. AI is a remarkable tool—it can inspire, inform, and even help you brainstorm ideas—but it is no substitute for critical thinking, local knowledge, and humility. The mountains aren’t going anywhere, and neither is the human spirit of adventure. But how we prepare for that adventure matters more than ever. So go outside. Explore wild places. Drink in the silence and the vastness. But before you do, check your assumptions, verify your sources, and talk to someone who has actually been there. In the beautiful, unpredictable, and sometimes dangerous world of the backcountry, there is no replacement for human wisdom—and there never has been.

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