Identity before autonomy
Every agent action needs a subject, a scope, and an attributable record. Shared service accounts and opaque workflows do not survive enterprise scrutiny.
About Lookover
Built for teams that need AI agent evidence, not just AI agent demos.
Lookover helps engineering, security, and compliance teams observe what AI agents actually do in production: which identity acted, what data or tool it touched, what policy was evaluated, and what evidence remains for audit, incident response, and governance reviews.
Compliance has to operate at runtime
Policies only matter if they are evaluated while agents act. Lookover focuses on enforcement, logging, and evidence collection at the moment of execution.
Auditability should not slow product teams down
The product is designed for teams shipping quickly and needing evidence just as quickly: structured logs, exportable records, and controls that map to real frameworks.
What we cover
- AI agent audit trails for engineering and compliance evidence.
- Identity-first authorization patterns for multi-agent systems.
- Operational controls for SOC 2, HIPAA, EU AI Act, and zero-trust programs.
- Production-ready logging and export paths for legal, security, and GRC teams.
Published guidance
The blog and author pages focus on concrete implementation choices, official standards, and framework-level evidence requirements rather than generic AI governance commentary.
Meet the editorial team