AI Forensics

Understand the why. Prevent the next.

Overview

AI systems don’t always fail loudly — sometimes they just drift, decay, or deceive. Our AI Forensics service is designed for those moments when trust in your model breaks down, performance degrades without explanation, or regulatory pressure demands answers.

Lyon Industries Global investigates AI systems from input pipelines to output anomalies. We don’t just debug — we dissect. Whether it’s LLMs, predictive models, or embedded AI in production environments, we trace failure to its root cause and provide mitigation strategies that stick.

What We Analyse

🔍 Model Drift & Data Decay

Track shifts in data distributions that silently degrade model quality over time.

🔍 Prompt Injection & Jailbreaks

Investigate LLM vulnerabilities and exploit chains in deployed AI applications.

🔍 AI Incident Retrospectives

Full post-mortem analysis on failed AI-driven decisions or behaviours.

🔍 Black Box to Glass Box

Unpack opaque models using interpretability tools and real-world validation.

🔍 Adversarial Robustness

Stress-test your models against edge cases, synthetic attacks, and domain noise.

🔍 Deployment Pipeline Review

End-to-end trace from ingestion to inference to ensure trust and auditability.

Our Approach

🧪 Evidence-Led Diagnostics

We work like forensic scientists — logs, metrics, samples, everything gets examined.

📊 Stakeholder Clarity

Technical findings distilled into actionable reports for execs, engineers, and regulators.

🔐 Compliance Alignment

Reports aligned to GDPR, ISO/IEC 23894:2023, and sector-specific AI guidance.

🧭 Recovery and Prevention

Not just diagnostics — we recommend concrete changes to prevent recurrence.

Pricing

Select Region:

💼 Model Audit – £2,500

Full model trace, risk scan, and inference check.

🧪 AI Incident Response – £4,500

Root cause analysis with recovery plan.

🚨 Enterprise Forensics – from £7,500

For legal/regulatory-grade post-mortems.