Some bugs are just impossible to fix.
You probably have some impossible bugs in your code right now.
They’re impossible to fix because they’re...undetectable. They don’t throw an error. They don’t time out requests.
BUT, these bugs do affect your users. They slow your services down just enough to be annoying but not a blocker. Or they silently skip processing steps that only break way down the line. 😵
Detecting these hidden bugs is the holy grail. Fixing them is the easy part — finding them is nearly impossible. That’s why we built ✨Anomaly Detection✨ into IUDEX.
Our anomaly detection model, powered by AI (the real kind), achieves SOTA performance on out-of-sample data with no labeling required. 🦾 We use a VAE + normalizing flows architecture to model the distribution of traces in your application, e.g. for a particular API request, we model its typical function call stack, latencies, processing times, etc. Finally, as live requests flow through the system, our model emits an anomaly likelihood score for each. 📊 The PR curve below shows our best-in-class 97% precision and 87% recall on standard benchmarks with our unsupervised approach.
This is how IUDEX flags 🚩 your sus API requests, DB queries, etc. in real-time. These anomalies won’t show up in your errors or logs, but they will confuse and frustrate your users.
Don’t let your users find bugs before you. Try out anomaly detection by joining our waitlist 👉 https://lnkd.in/ed3FYiZz or learn more at https://iudex.ai.