Webinar: Continuous Code Improvement Series | How to Improve with AI-Assisted Workflows Register Here Today!
December 1st, 2020 • By Gabriella Papp
Proactively discover, predict, and remediate errors with Rollbar’s real-time, AI-assisted workflows! The foundation for these workflows is Automation-Grade Grouping which dramatically improves the performance and accuracy of error categorization.
Automation-Grade Grouping is the next generation of our grouping engine that is trained by machine learning on millions of crashes. Machine learning enables us to continuously analyze frequently occurring error types to deduplicate items accurately.
Unlike our competitors, who use hard-coded grouping algorithms, we use machine learning to determine patterns on a on-going basis and identify frequently occurring error types. This helps increase the performance of Automation-Grade Grouping over hard-coded algorithms and significantly reduces the number of both over-grouped and under-grouped errors, getting rid of missed bugs and noise. Hardcoded rules can’t keep up with constantly changing stack traces, so we regularly run our AI model against new errors from our customers to recognize different error types and group them effectively.
On the path to Automation-Grade Grouping, we frequently release new grouping updates that further improve grouping accuracy* and allow users to *observe and respond to errors quickly.
Our latest Ruby Grouping Update improves the grouping accuracy of Ruby issues on 680 frequently occurring error types which cause 54% of Ruby crashes! With this, users experience less noise in error monitoring, triage easier by getting a more accurate error list, and respond faster to errors through less manual effort and more automation.
Having to manually upgrade all of your projects one-by-one every time we announce a new grouping update can be time-consuming. However, we have an automated solution for this as well. Enable our seamless auto-upgrade for your projects to ensure your projects use the latest and most accurate grouping whenever we release a new one. This way, you can focus on the important things. Auto-upgrade is enabled on projects created since June 2020.
Keep an eye on the new releases and enable auto-upgrade, so your projects are automatically updated with the latest grouping updates.
Learn more about Automation-Grade Grouping here.