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Don’t Let AI Discriminate – Test for Fairness Now.

Validate AI fairness and transparency with UAE’s most reliable explainability testing partner.

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Make Your AI Fair, Transparent & Accountable

AI Bias Testing

Identify and mitigate model bias across race, gender, age, region, and language with fairness metrics and actionable insights.

Explainability Testing (XAI)

Test how and why ML models make predictions using interpretable methods like SHAP, LIME, and counterfactuals.

Compliance & Audit Reporting

Generate model risk reports and fairness dashboards aligned with GDPR, HIPAA, ISO, and regional AI regulations.

Ensure Your AI Treats Everyone Fairly

Get a complete audit of your model's fairness and explainability in compliance with UAE ethics standards.

Vervali Systems

Versatile Across Industries, Focused on Your Business

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Built with the Tech That Powers the World

Microsoft

Our Process: From Idea to Execution with Precision

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Requirements

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  • Requirements Review
  • Q & A
  • User Personas
  • Usage Statistics

Test planning

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  • Sprint Planning
  • Resourcing
  • Story Traceability
  • Test Environments

Test Prep

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  • Sprint Refinement
  • Test Cases Creation
  • RTM
  • Test Data Creation

Test execution

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  • Exploratory Testing
  • Regression Testing
  • Automation, Performance, Security, 508c
  • Cross Browser, Multi Device testing

Go live & support

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  • Prod Sanity
  • Hotfixes
  • User Feedback
  • Review & Retrospective

Key benefits

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Detect and reduce model bias before regulatory issues arise

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Improve transparency and trust with explainable predictions

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Enable compliance with GDPR, HIPAA, and AI Ethics guidelines

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Boost user confidence and product acceptance through fair AI

Data Security

Protect your digital assets from unauthorized access and theft.

Targeted Testing

Focus on high-risk areas to optimize testing efforts.

Reduce Bug Costs:

Lower bug-related costs through effective quality assurance practices, including automated testing and code reviews.

Business Goal Alignment

Drive growth and revenue by aligning testing with your business objectives.

Reduce Testing Time

Cut down testing time by prioritizing tasks based on risk analysis.

Risk Based Testing

Prioritize testing efforts by focusing on potential risks in your applications.

Bias in AI Isn’t Just Risky—It’s Reputational

Identify, visualize, and fix unfair patterns in your ML models with our UAE bias testing experts.

Vervali Systems

Challenges into Triumphs

Turning problems into opportunities for growth and innovation

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Biased AI outputs impacting user trust and reputation

We implement bias detection tools and ethical AI practices to ensure fairness and build trust in your AI systems.

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Black-box models without interpretability

We utilize explainable AI frameworks to enhance model transparency and make predictions more understandable.

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Missing compliance alignment for fairness in sensitive domains

We ensure compliance with fairness standards by integrating ethical checks and regulatory guidelines into model development.

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No audit trail for model decisions in regulated sectors

We create comprehensive audit trails to track model decisions and ensure full compliance with industry regulations.

Frequently Asked Questions FAQs

It’s the process of checking ML models for unfair treatment based on protected attributes like race, gender, or region.

We use SHAP, LIME, counterfactual reasoning, and What-If tools to explain model decisions.

We can still test it using model-agnostic explainability tools and fairness audits.

Yes. We align with GDPR, HIPAA, ISO 27001, and local AI governance policies.

Yes. We support LLM bias testing and explainability for GPT-style and domain-specific large models.

Typically 5–10 business days depending on model complexity.

Yes. We collaborate closely with your ML engineers to ensure complete validation and remediation.

Ready to Make Your AI Ethical & Explainable?

Start with a free call with our UAE-based XAI consultants.

Vervali Systems
ZigZag Border Insight Dots Group

We are excited to hear your idea and we are always open to discuss it! Tell us a bit more about you and the project you have in mind.

Book Your Free Strategy Call

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Vervali in a brief:

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15+

years of

Industry Experience

250+

Experts

Onboard

ISTQB-

Certified

Test Engineers

Upwork ISTQB Certification 1 Certification 2

Contact Us

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India – Mumbai

+91 7219-22-5262
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