Where it fits
- A startup needs credible AI security evidence before an enterprise sales review.
- A security team wants broad testing without building its own attack harness.
- A platform team wants a private deployment option for sensitive applications.
Operational steps
- Start with baseline attack packs that reflect real prompt injection and jailbreak behavior.
- Add custom cases from incidents, bug bounty reports, internal policies, and customer requirements.
- Run scheduled scans and PR checks, then compare severity drift over time.
- Export executive and engineering reports from the same evidence set.
Common risks
- One-off red team results become stale after the next model or prompt update.
- Custom attacks live in spreadsheets and never become regression tests.
- The team cannot prove which issues were fixed before a release shipped.
How PromptGuard Scan fits the workflow
PromptGuard Scan brings red team cases into a SaaS workflow with templates, CI/CD gates, PDF reports, API access, and private deployment support for enterprise buyers.