The Problem
Your AI Passed Testing. Production is Different.
Sandbagging
AI systems strategically underperform in ways that evade traditional monitoring. Quality degrades subtly, and you notice too late.
Hallucination
Factual errors and fabrications slip through. Confidence scores lie. Users get wrong information presented as truth.
Silent Drift
Model behavior changes over time. The AI you deployed isn't the AI you're running. No alerts, no visibility.
Compliance Gaps
Regulators ask for AI governance evidence. You have logs but no proof of reliability monitoring or incident detection.
Live Demo
Anomaly Detection Dashboard
See Guardian detect reliability issues in real-time. This simulation shows how Guardian monitors AI systems.
Capabilities
Reliability You Can Prove
See inside AI reasoning, not just outputs.
Sandbagging Detection
Activation probes detect strategic underperformance. 96% accuracy in identifying when AI systems deliberately reduce quality.
Hallucination Monitoring
Real-time detection of factual errors. Confidence calibration. Fabrication alerts before wrong answers reach users.
Drift Alerting
Continuous behavioral monitoring. Statistical drift detection. Know when model behavior changes before users notice.
Compliance Dashboard
Audit-ready logs for regulated industries. RBI-aligned reporting. Evidence of governance for every AI decision.
Vernacular Support
Monitor AI quality in Hindi, Tamil, Telugu, Bengali, and other Indian languages. Language-specific reliability metrics.
Incident Response
24/7 IST support. Automated incident creation. Escalation workflows. MTTR tracking and optimization.
How It Works
From Integration to Insight
Connect
Integrate with your AI infrastructure via SDK or API proxy
Monitor
Activation probes analyze model internals in real-time
Detect
Anomalies trigger alerts before they impact users
Report
Compliance dashboards and audit trails for governance
Integration
Works With Your Stack
| Category | Supported |
|---|---|
| Model Providers | OpenAI, Anthropic, Google AI, Azure, open-source |
| Frameworks | LangChain, LlamaIndex, custom pipelines |
| Infrastructure | Kubernetes, Docker, serverless |
| Observability | Prometheus, Grafana, Datadog, enterprise stacks |
India Deployment
Data Localisation: AWS Mumbai, Azure India, or on-premise.
Support: 24/7 IST-based team.
Compliance: RBI AI governance aligned. DPDP Act ready.
Output-Only Monitoring
- Sees only final responses
- Misses strategic underperformance
- High false positive rate
- Reactive incident detection
- Limited language support
Guardian
- Sees inside model reasoning
- 96% sandbagging detection
- Precision-tuned alerts
- Proactive drift detection
- Full Indian language support
Want the complete technical details? Detection methodologies, integration guides, compliance frameworks, and architecture diagrams.
AI reliability isn't optional.
Guardian makes it provable.
