Large unstructured estates need discovery and protection before data enters AI workflows.
CISO, DPO, AI Program, Data Platform Teams
Classification before data moves downstream
Policy-driven protection, controlled release
The answer in 30 seconds
Discover and classify sensitive unstructured data, then apply policy-driven protection before downstream use.
Challenge the status quo
Enterprise storage is becoming the foundation for analytics and AI. Large unstructured repositories hold documents, images, media and training datasets at scale. The technical priority is often capacity and performance. Governance arrives later, after the data has already moved into models and pipelines.
Downstream route
Bulk copy
Unclassified, ungoverned
Governed release
Classified, policy applied
Each one ends the same way: a copy already downstream, moving faster than the governance meant to follow it.
Why this matters now
Ask: can the customer identify how much DPDP-relevant personal data sits in this estate, and where? AI readiness without that answer is infrastructure readiness, not governance readiness.
That sequence is risky. Sensitive personal, confidential or regulated content may be mixed into datasets without consistent identification. Once copied into downstream workflows, the organization may lose both context and control.
AI adoption is accelerating faster than data governance. Boards want innovation, while CISOs and DPOs need to prevent sensitive information from entering uncontrolled processing. The storage estate therefore becomes the earliest practical control point.
Unknown sensitive data can create privacy breaches, IP leakage and weak model governance. Remediation becomes expensive after datasets are replicated, transformed and consumed by multiple teams.
The storage platform continues to provide scale, availability and cyber resilience. Vaultize adds content discovery, classification and policy-driven protection for sensitive files, with masking or controlled release where configured. The goal is to govern data before it moves into AI or external processing workflows.
Cost of inaction
Access, retention and redistribution continue beyond the organization’s effective reach.
Audit and investigation depend on fragmented records or voluntary cooperation.
Confidentiality loss can affect revenue, litigation, compliance, trust and strategic position.
Offboarding, revocation, recovery or legal retrieval becomes manual and uncertain.
The Vaultize value proposition
Vaultize carries identity, protection, policy, revocation and activity evidence with the sensitive file. Existing infrastructure remains essential; Vaultize closes the continuing-governance gap after the file moves, is shared or is downloaded.
Discover & Classify scans the endpoints, file servers, document repositories and cloud repositories the estate is assembled from, and classifies each file by content and context rather than by the folder it was copied out of. Keyword, pattern and OCR-based detection recognizes personal, financial and other regulated information inside ordinary working documents and scanned records, so the question of what sits in the estate is answered before a dataset is built rather than after. Applied within the supported Vaultize workflow and policy configuration.
Each discovered file is enriched with the context that decides its policy: file identity, source repository, ownership, dates and activity, access and permissions, classification and sensitivity, lifecycle and compliance state. Rule packs turn detection into classification bands and tags, and those bands are what policy reads, so a decision about a file follows its content and context instead of the speed of the project copying it.
Where a downstream team needs the content rather than the file, Vaultize Share governs the release itself: access runs through an MFA-enabled link or authenticated portal with domain, IP, geo and time conditions, link-level policy that can be updated after the fact, real-time recall and a full recipient audit trail. Releasing access under policy is the alternative to handing over a bulk copy nobody can reach again, and where a copy is taken Vaultize Seal keeps view, print, copy, edit and forward rights sealed into it.
Classification is a trigger, not a label: a classified file can be sealed or routed to protection in the same motion, before it is copied toward a data lake or an external service. Vaultize Seal encrypts the document at source, fences where it opens by geo, IP, time, device and domain, watermarks each viewed copy, records every access and revokes it in real time after distribution. Vaultize Secure keeps immutable version history and tamper-evident records, and every classification and policy decision is written to an audit trail that can be produced later.
Architecture fit
Best fit for
Data, AI, storage, privacy and security leaders. Start where the business impact is highest and expand through repeatable policy.
How Vaultize fits
Vaultize complements the customer’s existing storage, identity, DLP, email, endpoint, network and recovery controls by governing the file after those systems have done their job. Masking and controlled-release outcomes depend on configured policies, integrations and supported workflows.
Discovery questions
Can you identify sensitive data before it enters analytics or AI workflows?
Which documents, users and external workflows create the highest exposure for unstructured AI data governance?
What happens today when access must be withdrawn, evidence produced or the correct version recovered?
Frequently asked
Clear answers for buyers and evaluators.
Discover and classify sensitive unstructured data, then apply policy-driven protection before downstream use. Discovery and classification identify what sensitive content exists in the estate before a training set, a reference dataset or an export is assembled from it, and policy-driven protection travels with the file, so the answer no longer depends on where the copy went next.
A practical next step
A focused 30-minute review to map the documents, sharing paths and control gaps that matter most in your environment.
