Windsurf's Cascade is one of the more capable in-editor AI agents available, with long-range context handling and multi-file edit capability. For developer workflows, it is state-of-the-art. For security review — specifically the batch-evaluation-of-findings workflow that dominates enterprise security backlogs — Cascade and Griffin AI serve different moments rather than competing for the same one.
What Cascade does well
Three strengths:
- Long-range context. Cascade handles extended sessions across many files.
- Multi-file edits. Changes that span the codebase in coordinated ways.
- Developer flow integration. The agent sits inside the editor.
For a developer working on a feature, Cascade is exceptional.
Where security review differs
Three distinctions:
- Review is backlog work, not feature work. Findings accumulate; engineers dedicate time to clearing them. The IDE context isn't the right frame.
- Evidence requirements are different. A security reviewer needs the taint path and exploit hypothesis; Cascade is oriented toward "make this change" not "prove this finding is real."
- Audit trail crosses sessions. Security decisions need to persist beyond the editor.
Griffin AI's architecture is built around these distinctions.
How they complement
The workflow pattern:
- Cascade for developer productivity — write the feature, iterate, ship.
- Griffin AI for PR-time and batch security review — produce findings with evidence, generate fix PRs, track decisions.
Neither is improved by replacing the other.
When Cascade fits security
Narrow cases:
- A developer wants a quick security-lens review of the specific code they're writing. Cascade can do this casually.
- Small codebases where the feature boundary and security boundary largely overlap.
For enterprise security backlogs, these cases are not the dominant workload.
How Safeguard Helps
Safeguard's Griffin AI produces evidence-backed findings and fix PRs for the batch-review workflow that dominates enterprise security work. For customers whose developers use Windsurf, the two tools coexist without overlap.