PVML has emerged from stealth mode with an $8 million seed funding round! Read more here.

Manage Data Access
in One Place

PVML is the integrated platform where multiple data sources can be connected, accessed,
and monitored, providing a collaborative and secure data workspace.


Effortless and Streamlined Setup for Administrators.

  • Data Efficiency

    No need to move or duplicate data, simply enter your database connection string details and you’re good to go.

  • Flexible Access

    Users can choose whether to access data using free text with AI, write queries in SQL or use an external BI tool.

  • Privacy Control

    You decide whether users can see raw data, data with Differential Privacy, or a combination, including just-in-time access.

  • Workflow Intact

    Don’t change your users’ existing workflows, PVML can be completely invisible by using our database connector.

  • Centralized Administration

    One single point to monitor and control all your data access. Get a high level admin view over queries, permissions, user requests and to-dos.

  • Alerting and Automated Fixes

    No more excessive permissions, unused permissions or conflicting permissions. Reduce managerial overhead with 1-click actions to boost security.

  • One Step Onboarding

    No installation required and no changes to your existing infrastructure. Connect all your data sources to the centralized PVML platform.

  • Integrate with your IAM

    PVML integrates with your existing Identity and Access Management tools such as Okta, Active Directory, Ping Identity, etc.

  • Tailored Permissions

    Full flexibility when giving access to sensitive data: JIT access, Differential Privacy mode, Direct access when needed, and complex filtering.

  • Production Incidents Audit

    Monitor live activity when querying sensitive production data sources. Set a time limit for the access, see real time queries and their runtime.

  • Privacy-Enhancing Technology

    Eliminate security overhead by avoiding any data modifications, PII tagging and anonymization scripts, thanks to PVML’s Differential Privacy.

  • Real-Time Privacy & Security

    With PVML all privacy and security mechanisms are applied automatically and on-the-fly at the output level.

  • Unlock Data

    Allow non-technical users to analyze data using free text instead of using complex queries and speed up time-to-insight.

  • Anti-Hallucinations

    The user request is automatically translated to queries that the data source can process, providing explainability and avoiding hallucinations.

  • Easy Collaboration

    Share full conversations and notebooks with other users in the workspace or export them to pdf, slack, email.

  • Visualize Results

    Use the auto-generated graph results for easy to understand insights or generate fully customizable graphs yourself.


Use Cases

Analyze Data with AI

Unlocking access with AI requires strong privacy
capabilities, ability to analyze live data and guarantees
that results are trustworthy and based on the data.

With PVML, you can enforce permissions on live chats,
empower your users to analyze data in real time using
free text and see how results were generated for explainability.

Read about our case study featuring a fintech company
that sped up time to insight by giving employees access
to a live chat with their data.


Sharing data between business units poses challenges
due to different data-owners, multiple data sources, and
various security concerns.

With the integration of PVML’s data access platform, all
data sources can be centralized, promoting collaboration
across business units without compromising privacy.

Read about our case study featuring an insurance company
that enhanced the quality and speed of business insights by
unlocking internal collaboration.


Monetizing data requires strong privacy guarantees to
ensure trust and compliance, but also convenient ways
for the 3rd parties to extract value from this data.

Our platform allows companies to monetize insights
derived from data without risking customers’ privacy,
alongside both AI-based options to analyze the data.

Read about our case study with a telecom company
seeking for privacy-preserving ways of sharing insights
from data with non-technical 3rd parties.

Admin Onboarding
& Setup

Check out how easy it is to join the data access revolution in four simple steps.

Join the PVML
cloud platform

No installation required, no need to move data outside the
organization’s environment and no need to tag PII. This
means you get to harness the potential of even the most
sensitive features, while safeguarding all of them, not just
the obvious ones.

Create a workspace

Collaborate with your peers and 3rd parties by
inviting users to your workspace and giving them uniquely
flexible permissions, thanks to DP.

Connect your data

Eliminate the need to juggle multiple solutions and
processes per data source and start managing everything in
one place, without moving data outside the organization’s

Give users flexible
access like never

Users can analyze data using AI, API,
and BI tools (ODBC/JDBC Connector).
Choose between direct access and
access for analytics with privacy
guarantees using Differential Privacy.

Platform Security and

PVML provides a secure foundation that allows you to push the boundaries. We undergo strict
external audits to ensure our solution adheres to the highest standards of privacy and security.


How does PVML look under the hood?

What People Say
About PVML

  • PVML has managed to democratize access to tools that were once considered exclusive only to the largest and most advanced technology companies. Today, PVML tools give every company a capability to leverage sensitive data, redefining the way to navigate use cases such as data anonymization, data sharing, and data monetization.

    Stan Chudnovsky
    Stan Chudnovsky, VP of Messaging, Meta
  • PVML refuses to settle for the status quo; they have a clear vision of a future where data is harnessed responsibly to promote business objectives.

    Alon Leibovich
    Alon Leibovich Managing Director, Intel Ignite
  • PVML’s commitment to responsible data practices aligns perfectly with the demands of my role as a CISO, and their innovative approach positions them as a crucial ally in safeguarding sensitive information and reducing the attack surface.

    Nir Rothenberg
    Nir Rothenberg CISO, Rapyd
  • The market is currently missing a comprehensive Differential Privacy solution that can offer more than basic use-cases, and PVML aims to fulfill just that.

    Ariel Michaeli
    Ariel Michaeli Head of Israel Investments, Motorola Solutions
  • PVML’s concept allows companies to unlock the full potential of their data, and puts me in a unique position to challenge my executive peers to take a more competitive position on the data we own and be more competitive in the market.

    Iftach Ian Amit
    Iftach Ian Amit CISO, Investor

Frequently Asked Questions

Everything you need to know.

PVML. Data Peace
Of Mind.

Experience the freedom of real-time
analytics and the power of data
sharing, all while ensuring
unparalleled privacy.