VG-04 / AI Data Leakage Prevention
One governed checkpoint in front of all AI usage
Every call to any model — by a human or an agent — passes through a policy engine that inspects, redacts and logs sensitive content before anything leaves your environment.
4242·····████Inspect. Redact. Log. Every time.
VarGate runs inside your own tenant — on-prem, private cloud or fully managed — so sensitive code, data and signals never cross the boundary they were meant to stay in.
- 1Inspect — every prompt and response is screened against your policy in real time.
- 2Redact — PII, secrets and IP are stripped before they reach any external model.
- 3Log — who, what, when, which model and what was redacted — into a verifiable record.
Think of it as an airport security checkpoint for your data on its way to AI — everything screened, logged and governed, without slowing your people down.
Eight controls, one gateway
Everything you need to turn shadow AI into sanctioned, governed AI.
Unified model gateway
One API and endpoint across Claude, GPT and open-source. Swap models without rewiring apps.
Policy & redaction
Sensitive content is inspected and stripped before it reaches any external model.
Zero data egress
Runs inside your tenant — including air-gapped. Data never leaves your control.
Full audit trail
Every query, decision and exchange logged into a verifiable, tamper-evident record.
Cost & quota governance
Budgets, limits and usage tracking per team — true FinOps for AI.
Agentic tooling
Build and run AI agents on governed, in-tenant infrastructure.
Hosting & reselling
Host models and resell access internally or to a secondary market — one billing format.
Flexible deployment
On-prem, private cloud or fully managed — your environment, your rules.
An unsupervised agent leaks data and burns tokens faster than any human
AI agents are about to outnumber human users. VarGate treats them as first-class consumers, routed through the exact same gateway — so you can scale autonomy with the safety, cost and audit guarantees you demand from people.
- ✓Same policy, redaction and egress controls apply to autonomous workflows — no side doors.
- ✓Per-agent identity, budgets and quotas — a runaway loop can’t drain the account.
- ✓Full audit trail of agent actions — every model call attributable, not a black box.
- ✓Instant containment — throttle or revoke a misbehaving agent like a person.
Governance you install once. Value that compounds.
Because every query flows through one gateway, VarGate turns the by-products of normal AI use into durable advantages.
See, control and forecast every dollar of AI spend
Today AI cost is a black box. VarGate turns it into a managed budget line you can govern and optimize.
- ✓Per-team budgets and quotas stop runaway spend before it happens.
- ✓Unified billing across all providers — one invoice, one format.
- ✓Cost attribution shows which team, project or workflow drives spend.
- ✓Model arbitrage routes cheap queries to cheaper models, automatically.
Research once, reuse forever
The biggest hidden waste in AI usage is re-asking questions already answered. VarGate captures the answer the first time.
- ✓Every result is captured and made reusable org-wide.
- ✓The next person gets the existing answer instantly.
- ✓Institutional knowledge compounds instead of evaporating.
- ✓New joiners tap a growing, searchable body of answers.
Automatic skill maps & work-style insight
Because every query flows through one gateway, VarGate reveals how your organization actually works — without a single survey.
- ✓A living skill map of which teams and people are deep in which domains.
- ✓Surface work-style patterns — who researches, codes, drafts, analyzes.
- ✓Spot emerging expertise and skill gaps early.
- ✓Identify internal experts so people find the right colleague.
Prevent misuse of company AI tokens
Company AI credentials are valuable and abusable. VarGate puts them firmly under control.
- ✓No raw keys in employees’ hands — access flows only through the gateway.
- ✓Rate limits and anomaly detection flag and stop abnormal usage.
- ✓Block off-policy use — prohibited data or disallowed models don’t go through.
- ✓Instant revocation for a person, team or workload.
One install, value across every team
Security, finance, knowledge, people and engineering — all governed from the same checkpoint.
Security & risk
- Stops confidential data leaking into public models
- Air-gapped & on-prem options
- Redaction of PII, secrets & IP before egress
- Central kill-switch for AI access
- One hardened gateway vs. scattered integrations
Governance & compliance
- Complete, verifiable audit trail
- Data-residency & sovereignty controls
- Supports DPDP, PDPL, GDPR-style accountability
- Per-team policy enforcement
- Evidence pack ready for auditors
Cost & FinOps
- One unified bill across all providers
- Per-team budgets, quotas & alerts
- Cost attribution & chargeback
- Automatic routing to cheapest fit model
- Elimination of duplicate research spend
Knowledge & productivity
- Organizational knowledge captured & reused
- Faster answers — reuse beats re-research
- Onboarding accelerated via shared answers
- Internal expert discovery
- Less context-switching, more flow
People & strategy
- Automatic, always-current skill maps
- Work-style & capability insights
- Evidence-based staffing & training
- Early detection of skill gaps
- Spot emerging expertise
Engineering & ops
- One API across Claude, GPT & open models
- Swap or add models without rewiring
- Governed infra for building agents
- Agents governed as first-class users
- Hosting & internal reselling in one format
One gateway, three ways to win
Enterprise model gateway
Give every team one governed endpoint to Claude, GPT and open models — with budgets, guardrails and full audit.
AI reselling & marketplace
Resell hosted model access internally or to a secondary market in one consistent billing format.
Agentic workflows in-tenant
Build and run AI agents on governed, in-tenant infrastructure — autonomy without exporting data.
Your environment, your rules
Pick the model that matches your security posture, residency mandate and ops appetite.
On-premises
Runs entirely in your own data centre, including fully air-gapped facilities with no external dependencies.
Private cloud
Deployed into your own VPC or sovereign cloud tenant, under your identity, network and data-residency controls.
Fully managed
VarIntel runs and operates the entire stack end to end, with agreed SLAs and a clear escalation path.
The controls modern data-protection laws require
Keep personal data in a controlled boundary, apply safeguards, and keep a provable audit trail — VarGate maps onto all three.
AI is already inside your organization
The only question is whether it’s governed. VarGate lets you say yes to AI and yes to control at the same time — production-grade from day one, built to be audited, with zero data egress.
Request a scoped pilot →VarGate, the secure AI gateway
A short look at how every AI call is screened, governed and logged on its way to a model.
Put the checkpoint in your environment
What you evaluate in a pilot is what you deploy. Tell us what you protect or build, and get a scoped pilot within one business day.