Lookover gives engineers, product managers, and CISOs real-time compliance visibility into every action their AI agents take — structured, policy-checked, and audit-ready.
GDPR Art. 30 · SOC2 Type II · EU AI Act · Tamper-proof logs · 5-min SDK setup
Why This Exists
LangSmith, Langfuse, and Datadog are built for debugging and latency. They were not designed to tell you whether an agent action violated GDPR Article 30 or your internal data access policy. When your legal team asks for an audit trail, your current stack will let you down.
Traditional IAM and DLP tools were built for human actors. AI agents make thousands of autonomous decisions per hour — none of which map cleanly to your existing policy framework. You have visibility gaps you haven't fully scoped yet.
Every new agent you ship is another surface area for a compliance incident. Without structured logs and policy checks at the action level, your team is one data handling mistake away from a regulatory response. Product velocity and compliance posture are currently in conflict.
What Lookover Does
Lookover sits between your AI agents and the world — intercepting every action, checking it against your compliance policies, and producing structured, tamper-proof audit logs in real time.
Every tool call, API request, data read, and external write is captured at the SDK level. No sampling. No gaps. Full fidelity.
{ "action": "PII_READ",
"agent": "support-bot",
"timestamp": "2024-01-15T14:23:01Z",
"status": "intercepted" }Define compliance rules in plain configuration — GDPR data minimization, access scope, retention windows. Lookover evaluates every action against your ruleset in under 2ms.
policy: gdpr_art30 result: COMPLIANT latency: 1.4ms
Every action produces a structured, signed log entry in a format your legal and compliance teams can actually use. Export to S3, Splunk, or your SIEM in one click.
format: JSON-LD signed: true export: S3 | Splunk | SIEM
"LangSmith tells you what your agent did. Lookover tells you whether it should have."
Live Output
Setup
Drop in the SDK. Your agents keep running. Compliance checks start immediately.
Step 1
One package. Works with any agent runtime.
$ npm install @lookover/sdk + @lookover/sdk@1.0.0
Step 2
Configure compliance rules in YAML or via the dashboard. Map to GDPR, SOC2, or custom internal policies.
policies: - gdpr_art30 - soc2_type2 - custom: pii_read
Step 3
Real-time action feed. Policy violation alerts. One-click audit export to S3, Splunk, or your SIEM.
The Gap in the Market
Agent observability tools tell you what happened. AI governance platforms set high-level policies. Neither gives you real-time, action-level compliance checks that are agent-native and audit-ready out of the box. That's the gap Lookover was built to fill.
Market Timing
Enterprise rollout
30,000+
AI agents deployed at JPMorgan Chase alone. The enterprise wave isn't coming — it's here.
Regulatory pressure
3 frameworks.
GDPR. EU AI Act. SOC2 Type II. All now expanding audit scope to automated systems.
Time to compliance
5 minutes.
That's the SDK setup time. Big Tech uses headcount. Lookover uses a one-line install.
Built For
You're the one who gets paged when something goes wrong. With Lookover, you ship agents with compliance baked in at the SDK level — structured logs, policy evaluation, and audit trails that don't require a post-mortem to produce.
What they get
Full action-level visibility. No additional infrastructure.
You're shipping AI features faster than your compliance team can review them. Lookover gives you a structured compliance signal at every agent action, so you can move fast and still answer the question: 'Was that action safe to take?'
What they get
Compliance confidence without slowing the roadmap.
Your governance framework was built for human actors. AI agents operate outside it. Lookover gives you the audit trail, policy enforcement, and dashboard visibility you need to bring agents inside your governance perimeter.
What they get
Agent actions, governed. Audit reports, ready.
Every agent component mapped to its regulatory obligations — so nothing falls through the cracks.
| Agent Component | Key EU AI Act Articles | Key GDPR Articles | Primary Obligation |
|---|---|---|---|
| Risk Classification Engine | Art. 6, Annex III, Art. 3 | Art. 35 (DPIA trigger) | Correctly classify AI risk tier before any work begins |
| Training Data Pipeline | Art. 10, Art. 53 (GPAI) | Art. 6, 7, 9, 5(1)(b,c) | Lawful basis, quality audits, bias detection, data minimisation |
| Model Architecture | Art. 15, Art. 14, Art. 11 | Art. 25, Art. 32 | Robustness, human override capability, security-by-design |
| Decision Output Layer | Art. 14, Art. 13, Art. 26 | Art. 22, Art. 15 | Human oversight gate, explainability, contestation mechanism |
| User Interface | Art. 50, Art. 26(6) | Art. 13–14, Art. 21 | AI disclosure, privacy notice, rights access point |
| Audit & Logging System | Art. 12, Art. 72 | Art. 30, Art. 5(1)(e) | Automated logs, retention schedule, ROPA maintenance |
| Rights Management Portal | Art. 26(6), Art. 14 | Art. 15, 17, 18, 20, 21, 22 | SAR, erasure, restriction, portability, objection, contestation |
| Incident Response System | Art. 73, Art. 9 | Art. 33, Art. 34 | 72h/15-day incident notification; breach response |
| QMS & Documentation | Art. 11, 16–17, Art. 49 | Art. 30, Art. 35 | Annex IV docs, DPIA, ROPA, Declaration of Conformity |
| Vendor / Subprocessor Chain | Art. 25 (provider liability) | Art. 28, Art. 44–49 | DPAs with all processors; SCCs for non-EU transfers |
| Governance & Oversight | Art. 26, Art. 43, Art. 9 | Art. 37–39 (DPO), Art. 36 | Human oversight role, DPO involvement, prior consultation if needed |
The Golden Rule: A fully compliant AI agent is not built by adding compliance at the end — it is architected around compliance from the first line of design documentation. The EU AI Act and GDPR are not constraints on AI innovation; they are the engineering specification for trustworthy AI that users can rely on and regulators can audit.
Your compliance posture should be too.
Lookover is in early access. We're onboarding teams building AI agents who need structured compliance visibility before their auditor asks for it. Setup takes 5 minutes. The audit trail starts immediately.
GDPR Art. 30 · SOC2 Type II · EU AI Act · Immutable Logs · Agent-Native