Security findings anchored to the services and data you already run, scored by real blast radius — so the one that matters rises above the noise.
A raw CVSS score tells you a vulnerability is bad in the abstract. ByteShift tells you what this one reaches in your stack — the difference between a page and a ticket.
Every finding attaches to a real entity in your graph — a service, a table, a host — not a floating CVE in a spreadsheet. The context you already have, applied automatically.
The graph knows what each entity connects to, so a finding is ranked by what it can actually reach — a critical on an internet-facing service that touches sensitive data outranks the same CVE on an isolated job.
A secret detector flags the entities that hold sensitive data, so a finding’s score reflects not just reachability but what sits at the end of the path.
Security isn’t a bolt-on scanner here. It reads the same entity graph as your incidents — so a finding’s severity reflects the real topology of your stack, and the highest-scoring finding is the one genuinely most exposed.
Findings don’t open incidents on their own; they sharpen the picture, so when something does break, you already know what was at risk.
Send us your stack as telemetry and the entities appear — security scores them the moment they’re on the graph.