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How Wix scaled Al-native work to 5,000 employees with Willow
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Security Platforms

Willow vs Varonis

Varonis secures the data AI can reach, now with Atlas for AI security. Willow governs what agents can do with that access: identity, scoped tool calls, approvals and audit.

TL;DR
  • Choose Willow when you need to govern what AI agents can do: an identity from your IdP for every agent, scoped access per tool and per action, approvals before risky calls, and employees connecting approved tools without IT tickets. Ideal for companies scaling AI safely.
  • Choose Varonis when the data comes first: find and classify sensitive data, cut excessive permissions before Copilot or ChatGPT Enterprise can surface it, and use Atlas to inventory, test and monitor the AI you build and run.
  • Many enterprises run both. Varonis shrinks what AI could reach. Willow decides what each agent is allowed to reach and do, call by call.

Willow vs Varonis: Secure the Data, or Govern the Agent

Varonis starts from the data. Willow starts from the agent. Varonis is a data security platform: it finds and classifies sensitive data across Microsoft 365, file shares, SaaS, cloud and databases, then fixes who can reach it. With Varonis Atlas, generally available since March 2026, it extends that work to AI: inventory, posture, pen testing, runtime guardrails and agent monitoring. Willow is the access layer for AI agents: it gives each agent an identity, brokers every tool call through an MCP gateway, scopes what the agent can do inside each tool, and lets employees connect approved tools without IT tickets.

Different starting points, a shared middle. Both now watch AI activity and enforce policy at runtime. This guide maps where each one leads, where they overlap, and how to decide whether you need one or both.

At a glance

  • Willow is the Agentic Access Platform. It finds AI across devices and browsers, gives every agent an identity from your IdP, governs tool calls through an MCP-native gateway, and gives employees self-serve access to approved tools, connectors and skills. It runs as SaaS, hybrid, on-prem or air-gapped.
  • Varonis is a data and AI security platform. It covers data discovery and classification, DSPM, data access governance, DLP, UEBA, database activity monitoring and identity threat detection, plus Atlas for AI security. It is delivered as SaaS. On October 15, 2026, Proofpoint signed a definitive agreement to acquire Varonis for about $6.3 billion, expected to close in the first half of 2027.

The core difference: where the control sits

Governing AI means answering four questions. Varonis owns the first: what sensitive data exists, and who or what can reach it. Willow owns the connection and the action: which tools an agent can call, and what it may do inside them. Both now work on the prompt.
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Where each one puts the control

Layer Willow Varonis
Data: who and what can reach this file, mailbox or table? Not a data permissions tool. Scopes access at the agent's tool call instead, down to the project, schema or repo Core strength. Classifies sensitive data, maps effective permissions and remediates excessive access
Connection: can this agent reach this tool? The MCP gateway brokers every connection, per agent and per group Monitors AI-to-data integrations and MCP activity. Its AI Gateway inspects prompts and responses in the request path
Action: what can it do inside the tool? App-aware scoping, read vs write vs delete, decided before the call runs Intent-based access control checks whether tool calls and data access match the agent's instructions, then alerts, blocks or quarantines
Prompt: what goes in and comes out? Prompt and PII guards at the gateway, in coding agents and in the browser Runtime guardrails on prompts and responses, including Claude inference hooks that allow or deny before inference runs


Varonis makes sure Copilot can't surface the payroll folder. Willow makes sure the agent connected to Jira only touches the projects its task needs. Same goal, different layer.
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Capability comparison

Capability Willow Varonis
Sensitive data discovery and classification Not offered Across Microsoft 365, file shares and NAS, SaaS apps, AWS, Azure, Google Cloud and databases
Fixing excessive data permissions Not offered. Willow scopes the agent's access at the tool call Automated remediation of excessive access to shrink the blast radius before an AI rollout
Per-agent identity tied to a named employee Inherited from Okta, Entra ID, Active Directory or JumpCloud, with SCIM Attributes AI events to users, plus identity posture and ITDR. Does not issue agent identities
MCP gateway One governed endpoint for every tool call, plus any REST API wrapped as MCP AI Gateway inspects prompts and responses. MCP activity is monitored. A separate Varonis MCP server exposes the Varonis platform to AI clients
Action-level permissions inside each tool Per tool, per action and per data condition, enforced before the call runs Intent drift detection compares instructions with tool calls and data access, then alerts, blocks or quarantines
Human approval Approval routed in Slack before a tool call runs Human-in-the-loop review of flagged agent actions
Governed connectors and employee self-service 1,000+ governed connectors, skills and plugins, Connect Panel, one-click connection Not a connector catalog or enablement portal
Shadow AI discovery MDM-installed Scan Agent finds local and remote MCPs, skills and agents on devices. Browser extension covers web AI Continuous discovery of AI assets including shadow AI. Flags unsanctioned coding agents and repo artifacts such as skills, rules and MCP configs
Coding agents Guard hooks in Claude Code, Cursor and Codex check prompts and file actions. Secrets blocked by default Claude Code, Cursor, GitHub Copilot and VS Code: monitor, block, modify or alert, with session forensics
Microsoft 365 Copilot, ChatGPT Enterprise, Agentforce Governs the tools and MCP servers AI clients connect to, and AI use in the browser Dedicated coverage: sensitive data exposure, labels on AI-generated content, prompt monitoring, abnormal-use alerts
AI posture and testing Risk scores from 0 to 10 for MCP servers, skills and toolkits. User risk score in Beta AI-SPM for agents, chatbots and models. AI pen testing for prompt injection and jailbreaks
Audit trail Action-level, tied to a named employee, streamed to Splunk, Loki and your SIEM Every prompt, response, tool execution and Atlas action, with SIEM and SOAR integration
AI compliance reporting Per-call audit evidence for your own reporting Ready-made reports for the EU AI Act, NIST AI RMF and ISO 42001
Token and cost visibility Token and context optimization, usage analytics by team and tool Flags unusual token usage in Claude Code
Deployment SaaS, EU cluster, self-hosted in AWS, GCP or Azure, on-prem, air-gapped, hybrid gateway SaaS. The self-hosted platform has an announced end of life
Pricing Published: Free at $0 for up to 15 users. Enterprise per human seat, billed annually Quote-based. Free risk assessment and an Atlas trial
Primary buyer AI enablement and CISO, jointly CISO, with chief AI officers increasingly involved

Where Willow leads: govern what the agent can do

  • Broker the tool call, not just watch it. Every agent request runs through one MCP gateway, so access is granted per call, not inferred from activity after the fact.
  • Give every agent a real identity. Each agent inherits a named employee's identity from your IdP through SCIM, so every action is attributable and access ends the moment the person leaves.
  • Scope it before it runs. Varonis checks whether an agent drifts from its instructions. Willow decides up front which tools and actions each task gets, so there is less room to drift.
  • Enable employees, not just protect them. A self-serve portal and 1,000+ governed connectors let HR, finance and engineering adopt approved tools without IT tickets.
  • See the AI nobody registered. An MDM-installed Scan Agent and a browser extension surface shadow MCP servers, skills and agents, then let IT allow, warn or block them.
  • Deploy anywhere. SaaS, hybrid, on-prem or fully air-gapped, for teams that can't send agent traffic to a vendor cloud.

When to choose Varonis

Varonis is a strong fit when the data security program leads, especially for organizations rolling out Microsoft 365 Copilot or ChatGPT Enterprise on top of years of oversharing.

  • Know where sensitive data lives. Discovery and classification across Microsoft 365, file shares, SaaS, cloud and databases, in one platform.
  • Shrink the blast radius before AI arrives. AI assistants answer with whatever a user can already open. Varonis finds and removes the excessive access first.
  • Secure the AI you build. Atlas adds AI inventory, posture management, pen testing and runtime guardrails across hosted AI platforms, custom LLMs and agent frameworks.
  • Report on AI regulation. Ready-made compliance reports for the EU AI Act, NIST AI RMF and ISO 42001.
  • Hand off the watch. Varonis MDDR is a 24x7 managed data detection and response service.

If the job is protecting the data AI can reach, Varonis fits. If the job is deciding which tools each agent may call and what it may do there, that is where Willow starts.

Can you run both?

Yes, and the split is clean. Let Varonis own data classification, permission cleanup, DLP and AI posture. Let Willow own agent identity, tool access, approvals, employee enablement and the per-call audit trail. Pick one owner for prompt-level policy on coding agents and Claude, where both now enforce at runtime, so employees aren't checked twice by two rule sets. Varonis decides what is too sensitive to expose. Willow decides which agent gets which tool, for which task.

What the Proofpoint deal means for buyers

Proofpoint agreed to acquire Varonis on October 15, 2026, for about $6.3 billion in cash. Until the deal closes, expected in the first half of 2027, Varonis operates independently with its current products and support. Both companies say they intend to integrate their technologies after closing and will share specific plans then. If you are signing a multi-year AI security commitment now, ask how Atlas fits the combined roadmap.

Proven at enterprise scale

"We are six to ten months ahead of most companies in AI adoption. More code to production, fewer incidents, real outcomes. Willow is what made it possible to move that fast without slowing down our security posture." Asaf Yonay, Head of AI Core, Wix

  • ~5,000 weekly active users at Wix, more than the entire engineering org
  • ~600 governed tools and MCPs

Bottom line

Varonis is a leading data security platform, now extending into AI with Atlas: it knows where sensitive data lives, who can reach it, and how AI is touching it. Willow is the access layer for AI agents: identity, scoped tool access, approvals and audit tied to a real person, plus a self-serve path for every team.

Choose Willow when you need to govern what agents can do and roll AI out across the org. Choose Varonis when data discovery, permission cleanup and AI posture lead the program. Run both when you want the data locked down and every agent action scoped.

FAQs

What is the difference between Willow and Varonis?

Varonis is a data security platform that classifies sensitive data, fixes excessive permissions and, through Atlas, monitors and guards AI systems. Willow is an access layer for AI agents: it gives each agent an identity, brokers every tool call through an MCP gateway, and scopes what the agent can do inside each tool. Data first versus agent first.

Does Varonis Atlas control which tools an AI agent can use?

Atlas monitors AI activity, including MCP and tool calls, and its intent-based access control can alert, block or quarantine when an agent's actions drift from its instructions. It does not broker agent-to-tool connections or issue agent identities. Willow does both, and scopes each tool call before it runs.

Can Willow and Varonis run together?

Yes. Varonis owns the data layer: classification, permissions, DLP and AI posture. Willow owns the agent layer: identity, tool access, approvals and audit. Assign one owner for runtime prompt policy on coding agents to avoid duplicate rules.

Which is better for Microsoft 365 Copilot readiness?

Varonis. Copilot answers with whatever a user can already access, so right-sizing permissions and labeling sensitive data is the job, and that is Varonis's core. Willow governs the tools and MCP servers agents connect to, not file permissions inside Microsoft 365.

What does the Proofpoint acquisition mean for Varonis customers?

Proofpoint agreed to acquire Varonis for about $6.3 billion on October 15, 2026, with closing expected in the first half of 2027. Until then, Varonis runs independently with its current products and support. Integration plans will be shared after closing.

Which one can run on-prem or air-gapped?

Willow runs as SaaS, hybrid, self-hosted in your cloud, on-prem or fully air-gapped. Varonis is delivered as SaaS and has announced the end of life of its self-hosted platform.

Which product has published pricing?

Willow publishes a Free plan at $0 for up to 15 users. Enterprise is priced per human seat, billed annually. Varonis pricing is by quote, with a free risk assessment and an Atlas trial.

Verified against varonis.com, proofpoint.com and withwillow.ai on 18 October 2026. Spot something outdated? Tell us.

Table of contents

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