Every few months, a new product launches boasting “AI-generated documentation.” The marketing is pretty and promises documentation that writes itself, updates automatically, and keeps pace with every new release. It sounds perfect, but in reality, these shortcuts don’t help users who rely on your documentation, as they eventually erode product and brand reputations. We’ve noticed this trend across multiple client stacks.
We’re not anti-AI, far from it. We build, optimize, and train it on real documentation every day. But there’s a big difference between AI-powered documentation and AI-only documentation, with the latter a force that quietly ushers users away in the long term.
AI-generated documentation doesn’t fail because of tone or grammar. It fails because it has no experience. Documentation isn’t just a transcript of code; it’s a translation of intent, explaining not only what but why. When AI writes from unstructured or incomplete sources, it fills gaps with confidence but not comprehension or user perspectives.
The result is what we’ve come to call lazy AI docs: plausible, polished, and completely misleading. Instead of guiding users, lazy AI docs waste user time in trying to figure out why they’re not working. Instead of supporting developers, they alienate and gaslight them, pushing them to spend valuable time searching for answers.
We recently stopped using Nango.dev, a platform that handles API integrations and syncs. Their docs looked clean and comprehensive at first glance, but over time, they showed the classic AI-generated symptoms of missing context, outdated examples, and instructions that seemed to explain everything except how to actually get things working.
After hours of re-reading and debugging, we realized the problem wasn’t the tool. It was the support documentation’s panache in providing inaccurate information. The danger of AI-only docs is that they don’t fail silently.
Poorly-architected docs leave your developers asking questions. AI docs make you think you have answers.
No docs trigger investigation and waste dev time seeking answers. According to Stack Overflow, almost 30% of developers waste 2+ hours a day looking for the information they need.
AI docs produce false certainty. They create the illusion of completeness, but ultimately lead to feelings of disappointment.
Teams lose days chasing the ghosts of undocumented parameters and outdated payloads. With no human in the loop, rush-to-market has superseded the provision of supportive, dev-friendly experiences. Enterprises gambling on AI-generated docs may realize outcomes potentially worse than no documentation at all.
AI is an incredible resource with massive potential in documentation, but only when it’s trained on validated, structured, human-proofed content. AI documentation can amplify real expertise but never replace it.
We’ve seen this gap most clearly in our technical writing and documentation engineering work. Our overhaul of Aptos developer documentation improved user retention, reducing service requests by 65%, and demonstrated the transformative power of accurate, human-led documentation.
That is the philosophy behind DevDocs.ai. It is trained on documentation built through real client work, refined by writers who deeply understand the products they document, and structured for accuracy, context, and discoverability, not just readability.
We’ve seen what happens when you let AI handle documentation tasks on its own, and it ain’t pretty.
The lesson isn’t to “never use AI,” it’s to “never remove people from the loop.”
MarTech keeps promising AI do-it-all solutions, but the results are less than satisfactory without a human who actually understands the product. At DevDocs, our technical writers and documentation engineers combine deep development experience with AI-enabled workflows to craft documentation that drives user engagement rather than driving users away.
Build documentation that sustains your users as strongly as your product’s growth. Schedule a discovery call with us and work with writers who make AI an advantage, not a risk.
Harness the power of a technical writing team with deep development experience. Reach out for a quote.
Or schedule a discovery call now
One of our Customer Success Managers will get in contact with you immediately about next steps on getting your project started!
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