Verodat Logging
See, understand, and replay every AI workflow.
Verodat Logging combines data reliability monitoring with deterministic replay — giving you total insight into how your agents run, perform, and evolve over time.
Ready to scale from prototype to production? Start with open source ADRI today, or book a demo to see how Verodat’s enterprise platform handles AI data supply at scale.
Overview
Verodat Logging turns the outputs of ADRI-checked workflows into a single, clear view of reliability.
It captures and analyses validation events across pipelines and environments so teams can monitor data health, detect drift, and replay runs to see exactly what happened.
With managed visibility and built-in analytics, Verodat Logging transforms one-off validation checks into continuous assurance.
With Verodat Logging, reliability isn’t just measured — it’s provable.
ADRI Open Source
Free
foreverPerfect for Individual Developers
Start protecting your AI agents today - prove data reliability works before you scale
AI data protection
5-dimensional data quality assessment
Auto-generated data standards (YAML)
Local audit logging and reports
Full source code transparency
ADRI Logging
$100
/10,000 TokensPerfect for Teams & Compliance
Graduate from individual agent monitoring to enterprise visibility
Everything in Open Source
Cross-agent data analytics
Centralized compliance dashboard
MCP endpoint
Enterprise compliance reports
Data Supply Manager
$1500
/monthPerfect for Enterprise Production
Move from monitoring to controlling - enterprise data supply for mission-critical AI
Everything in ADRI Logging
Tunable data access controls for AI agents
Custom data models (3+ datasets)
Real-time data supply pipeline management
Priority Support
How It Works
Point ADRI to Logging
Configure ADRI to send local logs to Verodat with a simple update to your config file or CLI settings.
From fragile agents to bulletproof workflows 🎥
Aggregate across workflows
Logs from multiple ADRI-enabled projects flow into a central workspace for unified analysis.
From guessing to precision data specs 🎥
Visualise reliability trends
Interactive dashboards show five key dimensions—Validity, Completeness, Freshness, Consistency, and Plausibility—over time.
From scattered logs to unified compliance 🎥
Replay and refine
Any run can be replayed, enabling root-cause analysis, tuning, and compliance evidence.
From risky database access to secure data supply. 🎥
Integrate anywhere
Works seamlessly with ADRI Open Source, Verodat Enterprise, and existing CI/CD pipelines.
adri-enterpriseKey Benefits
Real-time reliability insight
Continuous monitoring of ADRI data health.
Early drift detection
See performance degradation before agents fail.
Faster debugging and tuning
Trace agent decisions step by step.
Audit-ready reporting
Produce compliance evidence instantly.
Seamless integration
Plug-and-play with ADRI and Data Supply Manager.
Example Use Case
A team running procurement agents across multiple vendors connects their ADRI logs to Verodat.
Within days, they notice a decline in Completeness scores from one supplier.
By replaying the affected runs, they identify the issue—an unrefreshed source file—and fix it before it impacts production.
Get Started
See Logging in Action
→ Request a short demo or schedule a walk-through with our team.
Already using ADRI?
→ Contact us to enable Verodat Logging in your workspace.
Explore More
Part of the Verodat Technology Suite:
Go the next level with Data Supply Manager – Automate governed data flows
Why AI-Ready Data Is the Foundation of Agentic Workflows
Why AI Agents Fail — and What to Do About It
Enterprise AI Agents: How Verodat’s Data Platform Enables Reliable Automation
Get answers to common questions about ADRI Enterprise. From technical integration to pricing, we’ve addressed the key concerns AI engineers have when evaluating enterprise data reliability solutions.
ADRI defines the standard and performs the checks. Logging collects those results across all workflows, adds trend analytics and replay, and makes reliability visible to the whole team.
Logging works best with ADRI (full fidelity, standardised outputs). It can ingest other structured validation logs, but ADRI gives the richest analytics path.
ADRI = validate at the step (open-source decorator/CLI).
Logging = observe and replay across steps and agents (managed, centralised).
Near real-time by default; update intervals are configurable to match your pipelines and governance needs.
Yes. ADRI is open source, but Logging is part of the Verodat Enterprise suite alongside the Data Supply Manager.
Together they provide centralised monitoring, replay, and governed data supply for production-ready AI workflows.
Verodat Logging follows the same token-based model used across Verodat Enterprise.
You only pay for the data processing, storage, and replay you actually use.
This gives teams flexibility to start small, scale usage as workloads grow, and maintain full cost visibility while benefiting from enterprise-grade logging and monitoring.
You could, but most teams quickly find that maintaining a reliable, replayable logging layer is complex and expensive.
Verodat Logging provides this as a managed service — including drift detection, compliance, and replay — so you can focus on developing your agents rather than maintaining internal infrastructure.
Logging connects directly through ADRI’s validation outputs but can also ingest structured reliability logs from other sources.
It integrates with common pipelines, repos, and CI/CD tools, giving you a single place to track, analyse, and replay results across all your AI workflows.
All logs are handled within Verodat’s secure enterprise environment.
Data in transit and at rest is fully encrypted, and access is restricted by role-based permissions.
Logging also supports audit trails and compliance reporting, ensuring your organisation retains full visibility and control of its information. Enterprise features offer both cloud and on-premises deployment options. We support enterprise SSO, SOC 2 compliance, GDPR compliance, and HIPAA compliance.