I've been working in IT for about eight years, and I'm still the only person on my team who can reliably get useful information from our logging system. Whenever someone needs to investigate an issue, they open the logs, see the query syntax, give up, and ask me instead. I've created saved searches for common tasks, hosted a lunch-and-learn session, and made a one-page cheat sheet, but each improvement only lasted a couple of weeks. Most people only need logs a few times a month, so they aren't interested in learning a query language. Has anyone built a logging workflow that non-specialists can use with little or no training, or is becoming the team's permanent log interpreter just part of the job?
4 Answers
The best solution is usually to hide the query language behind dashboards, report pages, and carefully designed saved searches. Give people buttons and filters for the common questions instead of expecting them to write queries. If they only need a narrow set of information, automated reports may be more practical than teaching everyone the logging tool.
If people can always get an answer by asking you, there isn't much incentive for them to learn. When someone comes to you, point them back to the saved search or cheat sheet and ask what result they got. You may need to tolerate a few awkward attempts before the habit changes. Otherwise, you'll remain the easiest path every time.
AI can be useful for turning plain-English questions into log queries, especially for occasional users. Just remove or mask sensitive information before sending anything to an external service, and verify the generated query rather than trusting it blindly. A company-approved internal AI tool would be safer if one is available.
Query generation is probably one of the more practical AI uses here, as long as the tool understands your platform and the data stays within your security boundaries.
Take a hard look at the logging setup itself. Structured logs, consistent field names, useful dashboards, and a reasonably intuitive interface can make a bigger difference than another training session. Systems based on raw text or complicated platform-specific syntax are difficult for most people, so improving the presentation may be more effective than asking everyone to become a log-query specialist.

Exactly. The documentation won't stick if bypassing it is consistently faster than using it.