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AI-Predictive
Threat Detection

OPSWAT Alin

Built for Prediction, Engineered for Speed

Detect and prevent threats before execution with OPSWAT’s next-generation static AI engine—optimized for accuracy and seamless integration across the MetaDefender Platform.

  • AI Prediction Before Execution
  • Reduce False Positives
  • Millisecond-Level Scan Performance

See Threats Coming Before They Happen

OPSWAT Alin provides AI-predictive threat detection that forecasts the outcome before the execution — directly inside MetaDefender workflows. 

By combining deep file-structure analysis with a domain-adapted ML (machine learning) model trained specifically on zero-day threats, AI-Predictive Threat Detection stops risky files at the perimeter without detonation, emulation, or runtime monitoring. 

Accelerate Threat Detection

Deliver millisecond-level scan times with minimal resource impact

Improve Accuracy

Achieve higher detection rates and lower false positives

Operate Anywhere

Run online or offline with the same performance reliability

Optimize Resource Efficiency

Maintain a small memory footprint across deployments

Integrate Seamlessly

Available across the MetaDefender Platform and OPSWAT products

Technology Overview

False PositivesIndustry-leading precision with 0.1% false positive rate – keeping your security operations free from alert fatigue
SpeedBlazing-fast analysis with P95 latency under 100 milliseconds per file – built for real-time threat detection at scale
Memory FootprintLightweight by design – under 2 GB RAM enables high-throughput scanning without straining infrastructure
ScalabilityHorizontally scalable via MetaDefender Core and Cloud 
Learning LoopContinuously refined through MetaDefender Aether and OPSWAT's proprietary threat intelligence ecosystem

Key Features

Explore the key features that make OPSWAT Alin fast, scalable, and smarter — built to enhance enterprise security beyond traditional antivirus.

  • Optimized for Enterprise Content Flows

    Our ML-based engine is trained on curated, privacy-safe datasets that replicate enterprise file movement patterns. This ensures high detection accuracy for enterprise data flows.

  • Enhanced by MetaDefender Aether

    Learns continuously from detonation and behavioral data, enriching pattern recognition without requiring runtime analysis.

  • Complements Multiscanning

    Adds a predictive intelligence layer that identifies subtle malicious indicators — patterns traditional AV engines might miss — making Multiscanning even more powerful.

  • Retraining Feedback Loop

    Constantly refines detection models through correlated feedback from OPSWAT’s MetaDefender Aether, Threat Intelligence, and Unit 515.

  • Lightning Fast

    Delivers sub-100 ms inference for 95% of files — ideal for large-scale enterprise workloads that demand speed and precision.

  • Lightweight and Scalable

    Small (< 2 GB RAM) memory footprint allows deployment in resource-constrained environments and scales easily via MetaDefender Core or Cloud to match traffic growth.

  • Low False Positive Rate

    Designed to minimize noise by minimizing false positives, OPSWAT Alin maintains consistency with OPSWAT’s top-tier Multiscanning standards.

Trained to Predict.
Designed to Prevent.

OPSWAT's domain-adapted ML model is trained to understand files, not text:

  • Learns from millions of clean and malicious samples.
  • Correlates structure, entropy, and semantic patterns.
  • Continuously retrains through feedback from OPSWAT’s MetaDefender Aether, Threat Intelligence, and Unit 515 red team.

Integrates Across the MetaDefender Ecosystem

Available through MetaDefender Core and MetaDefender Cloud, enabling seamless integration across OPSWAT’s portfolio. Any OPSWAT product integrated with MetaDefender Core or Cloud can activate the OPSWAT Alin AI-predictive threat detection engine.

  • Available

    MetaDefender Endpoint

    Cloud Integration

  • Available

    MetaDefender ICAP

    Cloud (Core coming soon)

  • Available

    MetaDefender Storage Security

    Cloud (Core Coming Soon)

  • Coming Soon

    MetaDefender Managed File Transfer (MFT)

    Cloud Integration

  • Coming Soon

    MetaDefender Email Security Cloud

    Core / Cloud

  • Available

    REST / API Access

    Core & Cloud Endpoints

Deployment Options

Flexible deployment options for any environment — available on-premise via MetaDefender Core or in the cloud through MetaDefender Cloud.

On-Premise Deployment

Via MetaDefender Core for Windows (custom engine) and MetaDefender Core for Linux (custom engine).

Cloud Deployment

Via MetaDefender Cloud (custom engine).

Protects Your Organization
from File-Borne Attacks

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