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The best AI knowledge starts with a person who owns it.

by Josh Panka, Founder

Your team's knowledge lives in a wiki that hasn't been touched since you wrote it. Three releases have shipped. Nobody noticed because nobody was reading it anyway.

You know this. You wrote the docs. You spent your time structuring them, organizing them into sections, adding screenshots, making sure they were perfect (you could already hear the positive feedback from your manager in your next performance review).

You tell yourself that it's going to be a living doc, and then you watch it die.

Here's what actually happens with every wiki

Week one, it's pristine. Someone (probably you) poured hours into it.

Month three, a process changes, a tool gets swapped, something gets shipped. The wiki is now 90% right, which is worse than being obviously wrong because people still trust it.

Month eight, another new hire follows even more outdated procedures, their onboarding buddy corrects the mistakes IRL but everyone is too busy to hit the edit button (after all, the person who wrote the doc should really be on top of making those changes, right?).

In the end it's a year later and you're still getting pinged in Slack with the same questions the wiki was supposed to answer.

The real cost is productivity

When the wiki fails, the team becomes the wiki. DMs become a support queue with no feedback loop and team channels become a loop of "does anyone know how to..." followed by the same answer someone gave last month, buried in scrollback nobody will ever read.

The people asking feel like they're being resourceful. The people answering feel like they're being helpful. Everyone feels productive but the interrupts are preventing the actual work from getting done.

You've already tried to fix this

Maybe your company indexed everything into Glean. It surfaced answers, but it also surfaced the old process right next to the new one, and the people asking couldn't tell which was which.

So maybe you built a custom GPT or a shared Claude project and uploaded your docs instead. That felt like progress. People could just ask questions and get answers sourced from knowledge you knew was correct.

But it had the same problem as the wiki. It was only as good as the last time you remembered to update it. Life moved on, the docs got stale, and you had to remember to go back and reupload snapshots of Google Docs that could change any time leadership changed the process.

The format kept changing. The failure didn't. Wikis, search tools, AI projects. They all treat knowledge like a snapshot. It's not. It's a living thing that changes every time your team ships, restructures, or updates a process.

Knowledge needs an owner, not a better format

You've already done the hard work. You've written the docs, the onboarding guides, the process runbooks. That effort isn't wasted. But it's stuck in a format nobody reads or in a snapshot that's no longer relevant.

AI can give people the specific answer instead of a doc to read. But it needs someone behind it who keeps that answer right.

The missing piece isn't a better tool. Ownership is what keeps knowledge alive. Someone who actually cares that the answer is right, can see how it's being used, and has the ability to fix it.

Who makes sure your AI is referencing the correct knowledge? I'd love to hear what's working.


I'm building Obris to solve this. It gives knowledge owners a way to keep AI answers current and see where they're falling short.