Autonomous AI agents now validating controls in production

Your System's Digital Twin for Cyber Defense

MachineGhost builds a living digital replica of your system, maps every RMF control, and deploys autonomous AI agents that continuously discover, validate, and verify your security posture.

A living mirror of your system's security

MachineGhost constructs a cyber digital twin from your system's architecture, authorization boundaries, and control implementation — then feeds it continuous scan data to reflect ground truth.

Production Environment

Live System

Web Servers APIs Databases IAM Firewalls Endpoints
Telemetry Feed State Sync
MachineGhost Digital Twin

Cyber Twin

AC Controls SI Controls CM Controls RA Controls CA Controls SC Controls
Nessus Synced
ACAS Live
STIG Viewer Pending
SCAP Active
Splunk Streaming
EDR Alert

RMF Control Mapping

Automatically maps your system architecture to NIST 800-53 control families. Every component is tagged, categorized, and linked to its responsible controls.

Live Scan Telemetry

Ingest results from Nessus, ACAS, SCAP, STIG checkers, and custom scanners. MachineGhost normalizes findings and updates your twin in real time.

Continuous ATO

Move beyond point-in-time assessments. Your digital twin maintains a living Body of Evidence that evolves with every scan, patch, and configuration change.

AI-Driven Posture Scoring

Autonomous agents validate every control family. Identify drift, contradictions, and inherited risk before assessors do. Proof, not probability.

Agent-Powered Remediation

When AI agents surface validated findings, MachineGhost auto-generates POA&M entries with evidence chains, suggests mitigations, and tracks remediation through closure.

Assessment Ready

Generate ISSO/ISSM-ready packages on demand. System Security Plans, control narratives, and evidence artifacts — all backed by live twindata.

AI agents that test like an adversary
and validate like an auditor

MachineGhost deploys thousands of focused, short-lived AI agents that autonomously assess your digital twin. CreativeAI discovers — deterministic logic validates. Only proven findings enter your RMF pipeline.

Proof over probability
Many agents, not one monolithic AI
Discovery separated from verification
🎯
Coordinator

Plan Campaign

Analyzes the digital twin, identifies priorities, decomposes scope into agent objectives

Agents

Execute Assessment

Thousands of independent agents explore in parallel — each fresh, focused, no bias accumulation

🔍
Discovery

Findings + Evidence

Agents produce findings with structured evidence, reasoning traces, and confidence scores

Validator

Deterministic Verification

Logic-based validation confirms exploitability. Rejects noise. Only proven issues survive

Pipeline

Promote to RMF

Validated findings enter the official Finding → POA&M → Remediation workflow

Control Validator

Verifies implementations are effective — catches contradictions, weak statements, and stale assessments

Vulnerability Hunter

Discovers stale scan coverage, unmonitored attack surfaces, and concentrated risk on high-value targets

Config Auditor

Checks system configurations against STIG baselines and identifies systematic hardening gaps

Compliance Checker

Identifies missing required controls, weak implementations, and per-family compliance drift

Attack Path Analyzer

Maps multi-component exploit chains, lateral movement paths, and single points of failure

847 Campaigns Run
12.4K Agents Deployed
3,219 Findings Validated
68% False Positives Eliminated
1,041 Promoted to POA&M

From system to autonomous assessment

MachineGhost's AI ingests your architecture, builds a graph-based digital twin, connects scanners, and deploys autonomous agents to continuously validate your posture.

01

Ingest Architecture

Import system diagrams, CONOPS docs, and existing SSP artifacts. MachineGhost parses components and boundaries automatically.

02

Build the Twin

AI constructs a graph-based digital twin mapping every component to its RMF controls, data flows, and trust boundaries.

03

Connect Scanners

Integrate with Nessus, ACAS, SCAP, STIG Viewer, Splunk, and custom telemetry sources via API or file ingestion.

04

Deploy AI Agents

Autonomous agents continuously assess your twin — validating controls, discovering gaps, and verifying every finding with deterministic proof.

Full NIST 800-53 coverage, always visible

Every control family is tracked, scored, and updated as new scan data arrives. See exactly where you stand across all 20 control families — no spreadsheets required.

MachineGhost maps findings to specific controls, calculates implementation percentages, and surfaces the controls most at risk so your team can focus where it matters.

ACAccess Control
92%
AUAudit & Accountability
88%
CMConfiguration Mgmt
74%
CPContingency Planning
85%
IAIdentification & Auth
96%
IRIncident Response
68%
RARisk Assessment
90%
SCSystem & Comms Protection
52%
SISystem & Info Integrity
71%
SASystem Acquisition
83%

Built for mission-critical environments

MachineGhost was created by cybersecurity practitioners and systems engineers who lived the pain of manual RMF compliance. We built the tool we wished we had.

Precision

Every control status reflects verified scan data — not guesswork or stale assessments.

Transparency

Full audit trails from scan finding to control status. Every state change is traceable.

Automation

Replace manual evidence collection with continuous, machine-driven assurance.

Mission Focus

Built for DoD, IC, and federal environments where security is not optional.

Compatible Frameworks
NIST 800-53 NIST CSF RMF FedRAMP CMMC CNSSI 1253 DISA STIGs

See your system's ghost.

Ready to build a living digital twin of your cyber posture? Get in touch for a demo tailored to your authorization boundary.

info@machineghost.ai
Washington, D.C. Metro Area