Pixee fixes the vulnerabilities your scanners find, instead of just adding to the pile of alerts. The gap between a vulnerability going public and getting exploited has collapsed to hours, while most teams still carry a six-figure backlog they can't work down by hand. Pixee closes that gap in two places: the code you've already shipped, and the designs you haven't built yet. Fixing the code you've shipped (VulnOps). Pixee takes the findings from your scanners (GitHub, CodeQL, Snyk, Semgrep, Checkmarx, Veracode, SonarQube, and any tool that emits SARIF, 12 integrations in all) and works out which ones are actually reachable and exploitable. Up to 95% of findings are false positives or non-issues it clears before they reach your team. For the real ones, it writes the fix in your codebase's own style and opens a pull request. Your developers merge 76% of those as-is, with no edits. Nothing auto-merges. Your team reviews everything through its normal flow. Catching risk in the designs you haven't built yet (Foresight). Pixee reads your specs and PRDs, pulls out the security promises the design is making (the obvious ones and the ones nobody wrote down), and flags the gaps before a line of code exists. When a later change makes the shipped code stop matching what was promised, it flags the drift. It also keeps a live, plain-language threat model for every app that updates as the code changes. The two sides feed each other. Every fix Pixee ships teaches its design review what to watch for, and every promise it tracks in a design sharpens the calls it makes on your code. Every decision, whether it clears a finding, fixes it, or sets it aside, is logged with the reasoning, so when an auditor asks what you did and why, the answer is already written. Pixee runs alongside the scanners you already own. It's additive, not a replacement. Outcome-based pricing, unlimited developers. In production since 2024 at MoneyGram, Oracle, Standard Chartered, and Olympus.