Validio
Category: AI Infrastructure
An agentic data management platform that automates data quality, observability, lineage, and cataloging to make enterprise data AI-ready and trustworthy at scale. Validio was founded in 2019. The company is led by Patrik Liu Tran. Based in Stockholm, Sweden. Team size: 50-60. Total funding raised: $47M. Latest round: Series A. Key investors include Plural, Lakestar, J12 Ventures, Kevin Ryan, Denise Persson, Emil Eifrem, Sven Hagströmer.
- Founded
- 2019
- Headquarters
- Stockholm, Sweden
- Team size
- 50-60
- Total funding
- $47M
Value proposition
Automates data quality monitoring and issue resolution 95% faster than alternatives, detecting anomalies up to 120x quicker while reducing manual investigation time by 95%, enabling enterprises to trust their data for AI initiatives and regulatory compliance
Products and solutions
Data Quality & Observability - AI-powered anomaly detection and real-time monitoring, Data Lineage - Field-level lineage with automated root cause analysis, Data Asset Insights - Data catalog with discovery, ownership, and utilization metrics, Integrations Hub - 40+ native integrations with data warehouses, lakes, streams, and BI tools
Unique value
First agentic data management platform combining AI-powered anomaly detection, self-learning algorithms that adapt to seasonal patterns, and unified data quality/lineage/cataloging in real-time for both batch and streaming data
Target customer
Fortune 2000 enterprises and leading technology companies in financial services, banking, software, and data-intensive industries requiring reliable data for AI, analytics, and regulatory compliance
Industries served
Financial Services & Banking, Software & Technology, Telecommunications, Investment Management, Business Intelligence & Analytics, Enterprise Software, Data Infrastructure
Technology advantage
Distinguishes through: (1) AI-assisted setup with automatic recommendations for instant deployment vs. competitors' month-long implementations, (2) Self-learning ML models that continuously improve validation accuracy, (3) Processing 100M+ records per minute with sub-minute anomaly detection, (4) Support for deeply nested data structures without flattening, (5) Unified platform serving both technical and business teams unlike point solutions
How they differentiate
Validio offers a unified, intelligent platform combining data quality, lineage, and cataloging built for AI across the whole enterprise. Unlike competitors that focus on narrow slices or specific user groups, Validio enables business and technical teams to collaborate seamlessly with an agentic AI system that resolves issues at the source. Features AI-assisted setup with automatic recommendations for instant deployment (vs. competitors' month-long implementations), self-learning ML models that continuously improve validation accuracy, and real-time support for both batch and streaming data.
Main competitors
Monte Carlo, Atlan, Collibra
Key partnerships
Google Cloud Platform (technology partner), ABB SynerLeap (strategic innovation partnership), Snowflake (data warehouse integration partner), Databricks (lakehouse platform integration), Fivetran, dbt Labs, Apache Airflow (data transformation ecosystem), Major BI platforms: Tableau, Power BI, Looker, Sigma Computing, Deloitte (BCBS 239 / compliance whitepaper collaboration)
Notable customers
Nordea, Canva, Truecaller, AllianceBernstein, Deutsche Glasfaser, Surfshark, Walden, AB CarVal, Voi, Ecolab, Point Predictive, World Vision
Major milestones
Founded in 2019 by Patrik Liu Tran, Urban Eriksson, and Oliver Molander, Pre-Seed round raised in October 2020 led by J12 Ventures, $15M Seed round led by Lakestar in June 2022, emerged from stealth, $30M Series A led by Plural in March 2026, 800% ARR growth in 12 months preceding Series A, Opened US office in New York (~July 2026); hubs in London and Amsterdam, +75% ARR in strongest quarter mid-2026 while remaining profitable/cash-flow positive, Ranked #5 on Sifted 100 Nordics (2026), Deloitte collaboration on BCBS 239 data quality/lineage whitepaper (2026)
Growth metrics
800% ARR growth in the 12 months preceding Mar 2026 Series A; +75% ARR in strongest quarter (mid-2026); profitable and cash-flow positive without drawing Series A capital; ~49 LinkedIn-listed employees and recruiting 50+ roles across Stockholm, Amsterdam, London, US; ranked #5 on Sifted 100 Nordics
Market positioning
Agentic data management platform positioning itself as the infrastructure layer for AI-ready enterprise data. Targeting Fortune 2000 enterprises and leading technology companies in data-intensive industries. Differentiated by 95% faster issue resolution, 120x quicker anomaly detection, and ability to process 100M+ records per minute with sub-minute detection.
Geographic focus
Headquartered in Stockholm, Sweden (Linnégatan 78); US office opened in New York (250 W 55th St); teams in London, Amsterdam, and across the US; North America is the largest market
Patents and IP
No registered patents publicly disclosed as of latest update
About Patrik Liu Tran
PhD in Business Administration from Stockholm School of Economics; M.Sc. in Machine Learning and Civil Engineering in Engineering Physics from KTH Royal Institute of Technology. Former advisor to 30+ large enterprises on Data & AI strategy. Previous Chairman of Stockholm AI. Started double degree program at age 16. Author and keynote speaker on data quality and AI.
Latest news about Validio
- Stockholm-based Validio raised $30M Series A (total $47M) led by Plural to automate data quality for enterprise AI. The company saw 800% ARR growth last year, addressing the critical bottleneck where
- Stockholm-based Validio raised $30M Series A to tackle the root cause of enterprise AI failure: poor data quality. With 95% of AI projects never reaching production and Gartner citing data quality as
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Official website: https://validio.io