Validio Agentic Data Management Platform

Validio was founded in Stockholm, Sweden in 2019 by Patrik Liu Tran and is headquartered at Linnégatan 78, Stockholm. It addresses the manual, rules-based data quality checks that break down as enterprises process billions of records and start feeding data into AI and regulatory reporting.

Validio is an agentic data management platform that automates data observability, data quality, lineage and cataloguing. It profiles and classifies data with LLMs, recommends monitors, detects anomalies with adaptive thresholds that handle seasonality and support historical backfill, and uses agents for root-cause analysis and lineage-based impact tracing. It runs as a managed service on GCP, AWS or Azure, or inside the customer's own VPC. Customers named by the company include Nordea, SEB, AllianceBernstein, Canva, Truecaller, Deutsche Glasfaser, Sysco and Surfshark.

• Discover: Profiles and classifies data with LLMs and enables semantic search of assets.
• AI-assisted configuration: Recommends monitors automatically for new data assets.
• Anomaly detection: Adaptive thresholds handle seasonality and support historical backfill.
• Agentic root cause: Agents investigate issues and trace impact through lineage.
• Catalog and lineage: Data asset insights show where data lives and how it is used.
• Alerting and issue management: Notifications via Slack, PagerDuty and email with incident tracking.

A Vietnamese bank can monitor risk data aggregation pipelines to support BCBS 239-style reporting. A consumer app company can detect anomalies in event and payment data before they reach dashboards and AI models. A telecom operator can trace the impact of a broken source table across downstream reports.

Automated anomaly detection replaces large sets of manual data quality rules and adapts to seasonal patterns. A self-hosted VPC option keeps data inside the customer's environment, which suits banks and regulated firms. All features are included without gating, and a 14-day trial with up to 10 users lets teams test on their own data. The platform holds ISO 27001 and SOC 2 Type II and supports GDPR and HIPAA requirements.

Regulations such as BCBS 239 and the EU AI Act make data quality an explicit compliance requirement, and agentic approaches are replacing manual rule maintenance. Banks and digital companies in Southeast Asia face similar pressure from regulators and AI projects, creating demand for automated, deployable-in-VPC data quality tools.

Validio was founded in Stockholm in 2019 by Patrik Liu Tran. In March 2026 it raised a USD 30 million Series A led by Plural with Lakestar, J12 and angels from MongoDB, Snowflake and Neo4j, bringing total funding to USD 47 million, and reported 800% ARR growth over 12 months. It co-authored a BCBS 239 whitepaper with Deloitte.