# VectorCat - Your on-demand data governance team > VectorCat is your on-demand data governance platform for biotech and pharma. Automate data discovery, metadata curation and compliance — across your entire data landscape. Source: https://www.sci2sci.com/vectorcat Data Governance, Automated # Your on-demand data governance team Billions of files and data sources — checked for SPI and confidentiality, organized into projects, and ready for business, R&D, data marketplaces and AI agents. [Book a Call](https://www.sci2sci.com/enroll) [Watch Demos](#demos) Trusted by life-sciences companies of all scales — worldwide: Market Leaders CROs Biotech Startups [Contact us](https://www.sci2sci.com/contacts) to receive fully anonymized Case Studies. 100s of millions files processed 10,000+ hours automated SPI detection synced with regulatory frameworks < 24hrs to first insights 100x LLM costs reduced 100% audit traceability Based on 100+ biotech interviews ## Everyone feels the symptoms We've diagnosed the cause We [interviewed](https://www.sci2sci.com/usecases) 100+ biotech professionals. The same three problems came up — again and again. more than0% Experience issues finding and organising data Historical experiments, old protocols, results from a colleague who left — buried across five systems and hundreds of folders. more than0% Report fatigue from manual metadata curation Schemas need constant updates. People fill in duplicate information. Nothing stays organized — and it only gets worse at scale. more than0% Highlight increasing collaboration friction CROs, universities, other departments — different systems, different standards, different workflows. Data silos multiply at every handoff. 0%year over year Surge in AI-related incidents amplifies the risk New research highlights that AI amplifies risks such as data breaches and financial losses. According to the AI Incidents Database, the number of reported AI-related incidents rose by record high 56.4% compared to the previous year.\* [\* Stanford 2025 AI Index Report](https://aiindex.stanford.edu/report/) Root cause These are not separate problems. They're symptoms of one: ungoverned data. And with data volumes growing **30% year over year**, every symptom compounds. What's painful today becomes unmanageable next year. Data volume growth 2024 2025 2026 2027 2028 +30% / year ## Data governance shouldn't take years Traditional governance teams can't process hundreds of millions of records a year for thousands of stakeholders. With our system — they can. ### Foundation Infrastructure setup Connect No data migration. Connects to existing systems — cloud, on-prem, legacy. Secure Full isolation with zero-trust architecture. Private cloud/air-gapped environments supported out of the box. Regulate Define data protection frameworks, roles and policies for your organization. ### Data Protection Agent Automated compliance enforcement Scan Multi-stage SPI detection: Safe Harbor, GDPR, GxP, quasi-identifiers, composite identifiers and custom policies. Quarantine Immediately block any detected SPI or confidential data from unauthorized access. Govern Review with stewards from DPO/Compliance to accept policy and quarantine decisions. ### Data Stewardship Agent Domain understanding & organization Discover Assist your governance team in discovering structure and creating an ontology. Map Map ontologies to ground truth. Work with semantic assets, not files. Describe Generate descriptions for discovered assets. Collaborate and validate with domain stewards. ### Data Annotation Agent Metadata enrichment & transformation Enrich Assign business metadata automatically at any level of granularity. Transform Convert unstructured data to structured and vice-versa. Compose Prepare domain-specific knowledge graphs for downstream consumption. ### Consumption Governed data ready for everyone Decisions & Audits Easily find data related to specific programs, targets, or compounds and recover fully-auditable decision chains. Data & Analytics Catalog your data, annotate it for marketplaces, support with documentation and build analytics on top of extracted data. ML & AI Use clean categorized data and document context-graphs for training or for launching compliant agents supporting your experts. R&DOperationsCommercialAuditsPortfolio ManagementData PipelinesAnalyticsData MarketplacesAI AgentsML\+ more Resume auto-play ## SPI, proprietary data, trade secrets and multiple regulatory jurisdictions We know your data and documents are a minefield. We defuse it — before anyone sends PHI to ChatGPT. GDPRHIPAAGxPQuasi-identifiersComposite identifiersLicensed dataInternal policiesDepartmental SOPs Restrictions [Learn about SAFE Framework](https://www.sci2sci.com/safe-principles) ## We know every broken link in the data processing chain And we restore them. ## See it in action DiscoveryData ManagementKnowledge Management ### Locate data and documents Search across all your systems with natural language queries ### Search across languages Find content regardless of the language it was written in ### Company-specific search filters Customize search to your organization's unique data structure ### Locate data and documents Click to load video from Vimeo ### Use cases #### Discovery | Use case | What it does | Demo video | | --- | --- | --- | | Locate data and documents | Search across all your systems with natural language queries | [Video: Locate data and documents](https://player.vimeo.com/video/1097579360?h=2667253e05) | | Search across languages | Find content regardless of the language it was written in | [Video: Search across languages](https://player.vimeo.com/video/1097579619?h=c768a0705e) | | Company-specific search filters | Customize search to your organization's unique data structure | [Video: Company-specific search filters](https://player.vimeo.com/video/1097579730?h=704b3c43ca) | #### Data Management | Use case | What it does | Demo video | | --- | --- | --- | | Annotate data for automatic pipelines | AI-powered annotation to feed your analysis workflows | [Video: Annotate data for automatic pipelines](https://player.vimeo.com/video/1097579545?h=0626478c62) | | Capture structured data from reports | Extract tables, figures and metadata from unstructured documents | [Video: Capture structured data from reports](https://player.vimeo.com/video/1097579773?h=60104dd9cd) | | Check data for confidentiality | Automate compliance checking and PII detection | [Video: Check data for confidentiality](https://player.vimeo.com/video/1097579678?h=1234134853) | #### Knowledge Management | Use case | What it does | Demo video | | --- | --- | --- | | Trace lineage and context of data | See how data flows from experiments to final reports | [Video: Trace lineage and context of data](https://player.vimeo.com/video/1097579402?h=7d93c6c0df) | | Track work in collaborations | AI agent to recover relationships between teams, projects and external partners | [Video: Track work in collaborations](https://player.vimeo.com/video/1097579251?h=c3a244dab3) | | Understand historical research flows | Recover institutional knowledge from past experiments and projects | [Video: Understand historical research flows](https://player.vimeo.com/video/1097579812?h=fa9a25ad42) | ## Connects with all data sources ![SharePoint](https://www.sci2sci.com/_astro/sharepoint.zL_QAvkW.svg) SharePoint ![AWS S3](https://www.sci2sci.com/_astro/aws-s3.DdAJFTPZ.svg) AWS S3 ![Azure Blob](https://www.sci2sci.com/_astro/azure.D707Z6rP.svg) Azure Blob ![Google Drive](https://www.sci2sci.com/_astro/google-drive.wKmDsV2c.svg) Google Drive ![Snowflake](https://www.sci2sci.com/_astro/snowflake.WaXS0zlh.svg) Snowflake ![Databricks](https://www.sci2sci.com/_astro/databricks.DdmibVTr.svg) Databricks ![Benchling](https://www.sci2sci.com/_astro/benchling.Cf7ciDf3.svg) Benchling ![Box](https://www.sci2sci.com/_astro/box.BBFeFe5w.svg) Box Network Drives And more... ## See what's hiding in your data Book a call to discuss the proof of concept. We offer demos both in our isolated cloud and your infrastructure. [Book a Call](https://www.sci2sci.com/enroll) [Write to Team](https://www.sci2sci.com/contacts) GDPR & HIPAA compliant