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AI-native exposure management. Evidence-backed.

Find the paths that matter.
Drive the fix.
Prove risk went down.

Built on Live Security Context: one live model of your environment, from the security tools you already run. Agentic where it helps. Bounded where it matters.

The reduction gap

You don't have a findings problem. You have a reduction problem.

Your team closes tickets, meets SLAs, and works the queue. None of it tells you whether the environment is harder to attack than it was last quarter.

Every tool is confident. None of them talk.

A score describes a vulnerability, not your environment.

Closed in the ticket is not closed in the environment.

Ranking a list higher is not the same as reducing it.

Real, or just drawn?

Don't trust the path. Verify it.

Many tools see a piece. Some draw a path. Unizo verifies it's real, then follows it to closure.

CVE-2026-2213 edge-proxy-03 · MED a path connects a crown jewel at the end exploited in the wild customer-db VERIFIED a real exposure · investigation opened
What makes an exposure real?

An attacker asks three questions.

Can I get in, and move? Is it worth it? Does my exploit work today?
Unizo asks the same three, continuously, of every exposure in your environment.

The path
can something reach this, and move through it?
Identity & accesswho or what can reach it, and what they can become
Reachabilitywhether a path actually connects, not just whether a flaw exists
The stakes
what's at the end, and how far does the damage spread?
Criticalitywhat sits at the end of the path, and what it's worth
Blast radiuswhat it can reach once compromised
The threat
is it being exploited, and exploitable here?
Exploited in the wildlive exploitation intelligence, not last quarter's
Exploitable herecorrelated with what's actually reachable, tracked as it changes

Answer one, and you have a guess. Answer all six, together and live, and you know.
That is Live Security Context.

The loop

From found to verified closed.

EXP-4821, followed end to end. And when it closes, the loop keeps running.

CVE-2026-2213
edge-proxy-03 · MED
one row of thousands
found
path resolved
4 hops
reaches customer-db
verified real
plan drafted
A: patch · B: revoke
C: both, sequenced
planned
you approve
held at the gate
nothing runs until you do
gated
re-checked
no reachable path
evidence captured
verified closed
Agentic. Bounded.

Not one plan. The right plan.

Unizo's AI exposure analyst does the investigation you would do with ten more analysts and forty more hours. Every recommendation traces back to evidence from your environment.

It drafts. You approve. It acts only then.

investigation · EXP-4821-C7
Plan Acanonical fix
patch CVE-2026-XXXXX on edge-proxy-03
disruptsthis path
ownerplatform-infra · 3 day lead time
Plan Bcompensating controlrecommended
revoke svc-acct assume-role on role/prod-admin
disruptsthis path, and others through svc-acct
ownercloud-iam · same day
Plan Cboth, sequenced
revoke assume-role now, patch at next window
disruptsothers through svc-acct, plus the CVE at root
ownercloud-iam, then platform-infra
You approvenothing touches production until you do
heldwaiting for approval
The ticket closed. Did the path?

Done when the path is gone. Not when the ticket is.

A closed ticket is a claim. Unizo checks it against the environment, and proves it.

what the ticket claims
what Unizo finds in the environment
JIRA-4471 patch CVE  DONE
closed 14 days ago · SLA met
edge-proxy-03 customer-db
path still reachable. the patch didn't break it.
JIRA-4471 patch CVE  DONE
then the real fix: svc-acct assume-role revoked
edge-proxy-03 customer-db
re-checked. no reachable path. evidence captured.
verified closure Unizo drives remediation through to verified closure. Not a ticket marked done, a path re-checked and proven gone.

Closed paths reopen. A redeploy, a permission change, quiet drift. Unizo keeps checking.

Above your stack

No rip-and-replace. Unizo runs on the stack you already have.

Unizo doesn't replace your tools or become another system to migrate onto. It connects them into one live view your team can reason over. The reach is broad; the commitment is light.

One live model of your environment
Live Security Context
Cloud
AWS · Azure · GCP
+ more
Identity
Okta · Entra · Google Workspace
+ more
Scanners
Tenable · Qualys · Rapid7
+ more
EDR
CrowdStrike · SentinelOne · Defender
+ more
CSPM
Wiz · Prisma Cloud
+ more
ITSM
ServiceNow · Jira
+ more

Plus HRIS, MDM, cloud IAM, CI/CD, code repositories, secrets managers, ticketing, and whatever else you already run.

If a system knows something about your assets, identities, access, or ownership, Unizo is built to read it.

Built for

The teams doing the reduction.

Security engineering owns the path end to end, with owner context and evidence attached
Vulnerability managementfrom CVE queues to the paths that matter
Identity securityhow privilege turns an ordinary exposure into a real one
Cloud securityassets, access, and reachable impact in one view
Remediation operationsact, re-check, prove it worked
And for security leaders

Proof that risk went down, not a record of activity.

Questions security teams ask

Where Unizo fits.

What category is this?

AI-native exposure management, in the CTEM family. Unizo reasons over your environment to find the exposure paths that can actually lead to compromise, drives the fix, and verifies the path is closed. The category tells you where it sits. Verified closure is what makes it different.

How is this different from my vulnerability scanner?

A scanner tells you a flaw exists and ranks it by severity. Unizo reasons over whether that flaw sits on a route to something that matters, then drives the fix and confirms the route is gone. A high score describes a vulnerability. Unizo describes your environment.

Do you replace the tools we already run?

No. Unizo does not replace the tools you already run. It sits above your scanners, cloud security, identity, and ITSM and connects their signal into one live model. Nothing to rip out, nothing to migrate onto. The reach is broad; the commitment is light.

Is it autonomous? Will it change production on its own?

Agentic where it helps, bounded where it matters. Unizo drafts the remediation plan and can execute through the gates you set. Autonomy is tunable, and nothing touches production until you approve it.

Field Notes

How we think about threat and exposure management, from the people building Unizo.

All Field Notes
Black Hat USA 2026 · Las Vegas

No booth.
No slides.
Come argue
with us.

We're off the show floor and in the room with you: a real exposure path, traced end to end in thirty minutes, founder-led. Bring your hardest question about why your last remediation didn't reduce anything.

ADMIT ONE · FOUNDER-LED
LAS VEGAS
Black Hat USAAug 1-6
VenueMandalay Bay
Founders on-siteAug 2-6
BSides LVAug 3-5
MeetPraveen & Sudhanva
Human-approved remediation Encryption in transit and at rest Customer data is never used to train models