Understand the why. Prevent the next.
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.
Track shifts in data distributions that silently degrade model quality over time.
Investigate LLM vulnerabilities and exploit chains in deployed AI applications.
Full post-mortem analysis on failed AI-driven decisions or behaviours.
Unpack opaque models using interpretability tools and real-world validation.
Stress-test your models against edge cases, synthetic attacks, and domain noise.
End-to-end trace from ingestion to inference to ensure trust and auditability.
We work like forensic scientists — logs, metrics, samples, everything gets examined.
Technical findings distilled into actionable reports for execs, engineers, and regulators.
Reports aligned to GDPR, ISO/IEC 23894:2023, and sector-specific AI guidance.
Not just diagnostics — we recommend concrete changes to prevent recurrence.
Full model trace, risk scan, and inference check.
Root cause analysis with recovery plan.
For legal/regulatory-grade post-mortems.