User action context + enforcement

Full visibility into user actions. Effortless control.

Emusary AI reads the context behind every user action, binds it to intent, and enforces the outcome, clearing weaponized pastes and approving trusted software without a human in the loop.

ClickFix interception Adaptive Application Control User action timelines
USER ACTION CONTEXT
BROWSER

Suspicious verification page enters focus

CLIPBOARD

Shell-shaped content copied from browser

CONTROL

Weaponized paste cleared in Run dialog

APPLICATION

designkit-setup.exe blocked: not in trust profile

REVIEW

Signature +30 · Reputation +25 · Industry +25 · Intent +15 = 95, clears your bar

RESPONSE

designkit-setup.exe approved and running

CLIPBOARD CONTROL RUN DIALOG
CLIPBOARD CLEARED

Paste bound to Windows Run, cleared before execution.

APPLICATION CONTROL SCORE 95 / BAR 90
APPROVED: RUNNING

Scored, cleared against your bar, running in 51 seconds.

Every event, bound to the human behind it.
01

THE WHY

Context changes the investigation.

A process tree tells you what ran.
Emusary AI tells you why.

See the user action that created the alert, the exact target of the paste, the evidence around it, and the response Emusary AI took.

  • Enrich alerts from your EDR and SIEM
  • Reconstruct user activity and actions
  • Evidence lookback and lookahead
  • Every action and decision audited
INVESTIGATION / EM-1048
ClickFix command-paste attempt

User followed a fake verification prompt. Emusary AI cleared the staged command before execution.

HOST
FIN-LT-042
SEVERITY
MEDIUM
OUTCOME
ATTACK PREVENTED
  1. BROWSERSuspicious verification page entered focus

    URL reputation was unknown. On-screen instructions requested Win + R.

  2. CLIPBOARDShell-shaped content copied from browser

    Encoded PowerShell pattern detected. Sensitive content sealed locally.

  3. RESPONSEWeaponized paste cleared in Run dialog

    Action completed inside its latency budget. User warning delivered.

  4. VERIFICATIONNo execution tail observed

    No child process and no related DNS activity followed the paste.

02

ADAPTIVE APPLICATION CONTROL

Application control without: manual allowlisting.

Built for software that changes every day.

A static allowlist breaks the moment something patches. New and updated binaries are re-evaluated as they appear, and enforcement adjusts in real time instead of freezing your fleet.

APPROVAL / AAC-2317
CLEARED IN 51S
User initiated, autonomously resolved

Every approval is a number you can read.

GROUP
DESIGN
YOUR BAR
90
SCORE
95
ELAPSED
51S
SIGNATURESigned, certificate chain verified+30
REPUTATIONKnown publisher, clean history+25
INDUSTRYCommon across design organizations+25
INTENT"Design tool for a client engagement"+15
SCORECLEARS YOUR BAR (90)95

You define trusted. We'll handle the rest.

Determine your risk threshold for each user group. Emusary AI evaluates every app against it. Set it once, and we'll clear what your users need automatically.

Application control has always been the strongest endpoint protection.

Nobody could actually operate it, someone owns the allowlist forever, and every block becomes a ticket. Adaptive Application Control removes the owner and the ticket both.

STATIC ALLOWLIST
ADAPTIVE CONTROL
Someone owns the list. Forever.
No owner. The bar you set decides.
Every block becomes a ticket.
Every request scores itself.
Exceptions wait on a human. Days.
Cleared against your bar in seconds.
03

SECURE BY DESIGN

Built by security practitioners, for security practitioners.

Powerful telemetry.Deliberate restraint.

HOST STABILITY AND PERFORMANCE 0

kernel hooks

The agent is memory safe and runs in user space on documented Windows APIs, no drivers, no kernel callbacks, and very low overhead. None of the disruption your team may have lived through with other endpoint agents.

SCOPED FOR REDUCED RISK

Data leaves the host when something justifies it.

Collection off the host is limited to what a trigger event requires, instead of a broad and continual pull of everything your users do. Less sensitive data in motion is less for either of us to defend.

Security at every phase.

Security was a primary consideration at every phase of design, creation, and implementation. Controls and response capability are built into the architecture, not layered on after it.

A geometric emu standing between a shield and a wolf

Research lineage

Built by operators
who test the
edge cases.

Emusary AI grew from adversary emulation work: studying what the adversaries are doing, building safe testing tools to replicate the scenarios, then testing to assess detectability and inform strategies for defense, detection, and response.

That testing journey ran through multiple iterations of C2 frameworks, weaponized document delivery, RMM and EDR abuse, ClickFix and fake CAPTCHA, as well as a long run of research on the security posture of kiosks.

01 Open source C2 and payload delivery

BeaconatorC2

A C2 framework with a variety of payloads, including ClickFix-style scripts, a range of beacon payloads, and BOF/Metasploit support.

02 Open source RMM and EDR abuse

AutoRMM and BYOEDR

Studied commonly abused RMM tools, created red team testing scripts, and in the process discovered that one EDR can be used to disable another EDR.

03 Open source Kiosk and escape to host

CTRL-ESC-HOST

An assessment methodology for finding security flaws in kiosks and presented applications, from a long run of research into what a locked-down endpoint actually still allows.

04 Ongoing Social engineering

ClickFix and fake CAPTCHA research

Studied attacks and adversary activities, built working prototypes, and identified unique ways to defend against ClickFix.

04

THE TEAM

Adversary emulation meets prevention

Emusary AI is led by security practitioners who have worked across CISO leadership, malware analysis, vulnerability research, red teaming, and community threat intelligence.

Their role as co-founders of the Threat Intelligence Support Unit (TISU) and as co-creators of BeaconatorC2 and other red team frameworks have uniquely prepared them for the challenge of building out Emusary AI.

CTO AND CO-FOUNDER

AKA SHAMMAHWOODS

Ezra Woods

Ezra has served as the technical lead and co-creator for multiple adversary emulation projects, including BeaconatorC2, providing the unique insight required to build the Emusary AI solution.
  • TISU co-founder
  • BeaconatorC2
  • Adversary emulation

CEO AND CO-FOUNDER

Mike Manrod

Mike combines experience as a CISO and defender, with role in red team security research projects, providing insight related to aligning the ClickFix problem with useful solutions.
  • TISU co-founder
  • CISO leadership
  • Red team research

See the boundary in action

Watch Emusary AI stop a ClickFix attack live.

Request a demo, proof of value, or technical walkthrough.

WHAT TO EXPECT

A focused conversation with the people building the product. No generic sales theater.