Robustness Test
AIDX Robustness Test helps you uncover hidden risks in your AI applications before they impact real users. It simulates challenging real-world scenarios to test how your AI responds under pressure, revealing blind spots, inconsistent decisions, and potential failures. Simply choose your intended dimensions, and AIDX does the rest, giving you the insights needed to build safer, more reliable AI.
Key Feature
Tailored AI Challenges
AIDX generates smart, real-world prompts using your own business data.
Clarity on Risk Zones
Identify where your AI is fragile, or likely to make incorrect decisions.
Safe, No-Risk Testing
No need to upload sensitive model code or weights, your system stays secure.
Actionable Reports
Receive interactive reports with visual highlights of failure points and clear, next-step recommendations.
Application Scenario
Industry
Application
Challenge
How AIDX Helps
Outcome
Healthcare
Diagnostic large language models (LLMs), medical imaging models, clinical summarisation tools
Medical AI can sometimes give confident answers, even when it is wrong. This creates serious risks, including misdiagnosis or treatment errors.
Upload anonymised patient records or test data. AIDX automatically simulates complex, real-world scenarios, such as contradictory symptoms, rare diseases, or ambiguous test results, to uncover how the model behaves under uncertainty.
Gain clear insight into how your AI performs in high-risk clinical settings, and spot situations where it may provide confident but incorrect answers.
Finance
Transaction fraud monitoring, enterprise audit systems, credit scoring models
AI models in finance can be ambiguous documentation or edge-case transactions, leading to undetected fraud or regulatory violations.
Provide anonymised transaction records or policy data. AIDX simulates challenging scenarios using regulatory grey areas and transaction anomalies.
Spot weaknesses in fraud and risk systems before they are exploited, and reduce compliance gaps, false alarms, and audit failures.
Autonomous Systems
Assisted driving, object detection, scene recognition
Visual AI must interpret the world accurately, enen in poor lighting, obstructed views, or visually noisy environments.
Upload image classifications or scenario logs. AIDX generates difficult test conditions, including ambiguous labels, corrupted visuals, and visual distractions.
Understand how your AI performs in the real world, and ensure it remains reliable under visual stress.
Customer Benefits
AIDX Robustness Test goes beyond standard performance benchmarks, it helps you answer critical safety questions that matter for real-world deployment:
In what real-world situations can the AI be misled or confused?
Can it recognise when it is uncertain or unsure?
Can you rely on its judgment in high-stakes business decisions?
With AIDX, you gain early visibility into hidden risks, so you can act before they become real problems.