COMING SOON

From Syntax to Semantics
From Detection to Attribution

AI-native analysis that understands what code means
revealing threat DNA, family lineage, and campaign relationships
the instant you scan.

Every binary has DNA. We decode it.

Offline
On-device Detection
AI Native
Signature Agnostic
<10s
Real-time Intelligence
Scan Free
Commercial Use on Linux
1 Scan Offline
bash semantics-av scan sample.exe
$ semantics-av scan sample.exe
sample.exe: MALICIOUS (99.9%)
[pe, 73.2MB, 472ms]
✓ Offline detection · Zero network calls
then
2 Analyze Intelligence
bash semantics-av analyze sample.exe
$ semantics-av analyze sample.exe
Payload: 13.2KB (0.018% of 73.2MB)
Intelligence: • Genetic positioning & similarity scoring
• Family attribution & campaign links
→ Full report with detailed context
✓ Instant attribution · No file upload

The Broken Reality of Security Analysis

For decades, the industry has been forced to choose between speed, depth, and trust—a fundamental compromise. This is the broken reality.

The Brittle Wall: Static Analysis

Trade-off: Speed vs Depth
Core Limitation: Syntactic—analyzes what code looks like
  • Defeated by obfuscation & polymorphism
  • Perpetually reactive posture
  • Effective only against known threats

The Deceptive Theater: Dynamic Sandbox

Trade-off: Safety vs Truth
Core Limitation: Observable—only sees what code chooses to show
  • Sandbox-aware malware alters behavior
  • Minutes to hours latency per sample
  • Privacy risk: requires file upload

The Opaque Judge: Traditional AI/ML

Trade-off: Accuracy vs Explainability
Core Limitation: Opaque—cannot explain why verdict was made
  • Human-defined features create bias
  • Black box forces blind trust or discard
  • Analyst fights the system, not threats

The Paradigm Shift: From Compromise to Dominance

From Symptoms to Intent

SemanticsAV analyzes the architectural DNA of code—what it fundamentally is at the design level. Not what it superficially appears to be through syntax. Not what it does in a controlled sandbox. We understand the intrinsic semantic blueprint that defines purpose and capability, regardless of obfuscation or evasion tactics.

This is not feature engineering. This is end-to-end AI learning directly from structural and relational properties that persist through any transformation.

AI Explained by Data, Not Algorithms

We resolve the explainability crisis by inverting the paradigm. Instead of asking you to trust an opaque model, our AI produces objective, verifiable evidence that explains its verdict. You see a genetic comparison matrix showing your sample's DNA against its closest relatives from our intelligence database.

The analyst is liberated from fighting the black box. You're presented with data—similarity scores, family attributions, architectural matches. The trust is placed in verifiable facts, not inscrutable algorithms.

This innovation doesn't just solve problems—it inverts the adversarial dynamic

01

Evasion Becomes Evidence

Heavy obfuscation, non-standard packing, and anti-analysis structures create unique high-dimensional patterns. For semantic AI trained on millions of samples, these aren't obstacles—they're distinctive genetic markers that correlate strongly with malicious intent. The very act of hiding becomes a signal.

02

The Black Box is Weaponized

The inscrutability of AI, once a liability for defenders, is now repurposed as a weapon against attackers. The analyst receives deterministic, data-driven outputs they can verify and act upon. Meanwhile, the attacker faces an unpredictable opponent whose decision logic cannot be reverse-engineered or gamed. They're now the ones fighting the black box.

03

The Cost of Attack Becomes Asymmetrical

Every novel attack analyzed becomes training data. The system learns not just from a single sample, but generalizes the underlying architectural patterns. A simple syntactic modification is no longer sufficient. To evade detection, an attacker must now create a fundamentally new semantic architecture—a far more difficult and expensive endeavor, creating exponentially rising costs.

How It Works

Offline SDK

Ultra-lightweight AI engine delivering production-grade verdicts without network dependency. Complete analysis happens on-device—no cloud required during scanning.

~50MB <1s detection 0 network calls

Transparent CLI

Open-source interface handling all network communication. Audit exactly what data leaves your system—architectural proof of privacy, not promises.

MIT licensed Auditable Deterministic

Cloud Intelligence

Optional real-time threat attribution and genetic positioning. Transforms verdicts into actionable forensics—family identification, campaign attribution, similarity clustering.

Seconds response No file upload Context-rich
Your File
SDK Analysis
Offline · Zero Network
MALICIOUS
100% Confidence
↓ optional
Encrypted Payload
No Original File
Intelligence API
Context · Attribution

Core Capabilities

Obfuscation Transparency

Packing (Themida, UPX, custom) and encryption become evidence rather than obstacles—semantic patterns persist through any transformation.

Genetic Positioning

Understand where samples cluster in malware landscape. Identify family relationships, campaign attribution, and evolutionary patterns.

Zero-Day Detection

No signature database required. AI-native understanding detects threats never seen before based on semantic characteristics.

Deterministic Verification

Same file always produces identical analysis payload. Enables independent verification of privacy guarantees through open-source code.

Air-Gap Compatible

Full detection capability with zero network dependency. Intelligence API completely optional—offline operation is first-class.

Production Ready

Daemon mode, REST/Unix socket APIs, multi-format output (JSON, HTML, Markdown). Built for enterprise integration.

Pricing

The SDK remains free for all commercial uses on Linux.
Intelligence API tiers scale from personal research to enterprise distribution.

Free

$0
Monthly Quota 25 requests
Rate Limit 4 req/min
Platform Linux only
Intelligence API Non-commercial*
Support Community forums
Ideal for: Students, researchers, hobby projects

Pro

$49 /month
Monthly Quota 500 requests
Rate Limit 15 req/min
Platform Linux only
Intelligence API Internal business use
Support Email (48h response)
Ideal for: Security professionals & small teams

Enterprise

Custom
Monthly Quota Unlimited
Rate Limit Custom
Platform All platforms**
Intelligence API Full service distribution**
Support Dedicated · Custom SLA
Early Access ✓ Beta + Custom integrations
Ideal for: Enterprises, MSSPs, platform vendors, service providers

* Personal, academic, and research use only. Commercial service delivery requires Pro tier or higher.

** Windows, macOS, and other platforms require Enterprise licensing. Build customer-facing services that incorporate and redistribute Intelligence analysis.

Democratizing AI-Powered Security

Traditional enterprise-grade malware detection remains locked behind commercial licensing, creating a security divide. Well-funded organizations deploy sophisticated AI-driven defenses while open-source projects and Linux-native environments rely on decades-old signature-based approaches.

By making the SemanticsAV SDK freely available on Linux for all commercial uses, we enable security teams, researchers, and the open-source community to deploy the same AI-native detection technology that protects enterprise environments—without licensing barriers.

For Linux Distributions

Ship with zero-day detection capabilities built-in, making semantic analysis a standard component of system security rather than an expensive add-on.

For Security Projects

Integrate production-grade AI detection into security tools, research platforms, and defensive systems without concerns about licensing costs or restrictions.

For Service Providers

Deliver AI-powered protection to underserved markets and enable new business models around advanced threat detection capabilities.

We believe security technology evolves fastest when foundational tools are accessible. Commercial licensing for cross-platform deployment and premium Intelligence services sustains innovation while keeping Linux deployments perpetually free.