AI-Driven Innovation

Software Re-engineering with AI

Modernize legacy software systems using ML-guided fuzzing, binary code similarity, and LLM-assisted refactoring for comprehensive system transformation.

Proven foundations for modern web products

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Software Modernization

AI-Powered Legacy Software Transformation

Our software re-engineering service combines cutting-edge AI techniques to analyze, understand, and modernize complex legacy systems. From ML-guided fuzzing for vulnerability discovery to LLM-assisted refactoring, we provide comprehensive solutions that traditional approaches cannot match.

78%
Cost Reduction
96%
Accuracy Rate
Software Re-engineering with AI

Core AI Capabilities

Our comprehensive suite of AI-powered tools and methodologies for software re-engineering provides unmatched accuracy and efficiency in legacy system modernization.

ML-guided Fuzzing (NEUZZ Family)

ML-guided Fuzzing (NEUZZ Family)

Advanced neural network-guided fuzzing techniques for comprehensive code coverage and vulnerability discovery.

Key Features

  • NEUZZ-family neural fuzzing implementation
  • Coverage-guided neural network training
  • Automated seed generation and mutation
  • Real-time feedback learning systems
  • Cross-platform fuzzing capabilities

Benefits

85% faster vulnerability discovery
45% increase in code coverage
30% reduction in false positives
ML-guided Fuzzing (NEUZZ Family)
Binary Code Similarity via Deep Learning

Binary Code Similarity via Deep Learning

State-of-the-art deep learning models for binary code analysis and similarity detection using CFG and Transformer embeddings.

Key Features

  • Control Flow Graph (CFG) embeddings
  • Transformer-based similarity models
  • Cross-architecture binary comparison
  • Automated function recognition
  • Semantic code analysis

Benefits

96% accuracy in code matching
90% faster than traditional methods
Multi-architecture support
Binary Code Similarity via Deep Learning
SBOM-first Modernization

SBOM-first Modernization

Software Bill of Materials driven modernization approach using CycloneDX for comprehensive dependency management.

Key Features

  • CycloneDX SBOM generation and analysis
  • Dependency vulnerability scanning
  • Automated modernization planning
  • Risk assessment and mitigation
  • Regulatory compliance tracking

Benefits

100% dependency visibility
65% faster modernization
Zero security vulnerabilities
SBOM-first Modernization
LLM-assisted Refactoring

LLM-assisted Refactoring

Large Language Model powered code transformation and intelligent refactoring for legacy system modernization.

Key Features

  • Intelligent code pattern recognition
  • Automated code translation
  • Performance optimization suggestions
  • Best practice implementation
  • Documentation generation

Benefits

70% reduction in refactoring time
95% code quality improvement
Automated documentation
LLM-assisted Refactoring

Our Technical Process

A systematic approach to software re-engineering that combines AI intelligence with proven methodologies.

1. Analysis

Comprehensive legacy system analysis using AI-powered code understanding tools.

2. ML Application

Deploy ML-guided fuzzing and binary similarity analysis for deep system understanding.

3. Transformation

LLM-assisted refactoring and automated code transformation with SBOM management.

4. Validation

Comprehensive testing and validation to ensure zero-downtime migration.

Start Your AI Transformation Today

Ready to Transform Your Business with AI?

Join hundreds of companies that have already revolutionized their operations with our AI-driven re-engineering solutions.

Trusted by leading companies worldwide

InnovateTech
GlobalCorp
TechStart
RetailChain

Email Us

nikflipflop@gmail.com

Call Us

+380-50-97-38-170

Visit Us

Bannyi Lane, 1
Kharkiv, 61000, Ukraine