AI as Beneficial
As it should be
Instantly audit your AI systems for bias, compliance, and traceability.
Our automated AI audit tool is launching soon
Free early access for first users.

Our mission
Bring your AI in line with
your values
— and the law
We help organizations design fair, transparent, and compliant AI through a unique blend of ethics, performance, and governance.



Our expertise
Responsible AI.
Measurable impact
AI flash diagnosis
Assess your AI risks (bias, transparency, compliance) in 3 minutes.
Quick test — Customized report offered
Algorithmic biases & fairness
Identify and correct biases in your models.
Ethical audit integrated into your AI flow.
Your roadmap to AI compliance.
Get ready for the new obligations: documentation, certification, auditability.
Personalized expert support.

our vision
AI innovation is meaningless without diversity
At Beneficial, we ensure your algorithms reflect what matters most:
Fairness, Transparency, and Performance.

Our expertise
Charter of responsibility And of transparency
At Beneficial, we are committed to promoting ethical, transparent, and equitable artificial intelligence.
Our charter defines the principles and concrete mechanisms that allow organizations to integrate these values into their practices.

Continuing education
Mandatory awareness-raising to strengthen a responsible AI culture.

Inclusive approach
An AI designed to be accessible and representative of diversity.

Absolute transparency
Clear access to data, to algorithmic choices and to their impacts.

Ethical governance
An independent committee ensures the application of best practices.

Audits and controls
Rigorous evaluations to detect and limit biases.

Incident Management
Defined and corrective procedures in case of drift.

Measurable goals
100% of algorithmic decisions that can be explained, quarterly audits, annual ethical certification.
Our expertise
Let's adopt practices together responsible!
The 'why' behind Beneficial
“AI too often reinforces systemic bias and erodes trust.
I created Beneficial to help businesses build ethical, transparent, and compliant systems.”

Nadia Ghetty
Founder of Beneficial

available soon
Real-time AI Audit
Real-time AI risk detection.
Actionable insights in a customized report.
Claim your early access to the Beneficial platform.

3
minutes
to sign up & unlock your audit
50
Early Access Spots
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1
Tailored Report
Sent to every participant.
Blog
Sharpen your AI strategy
Explore real-world use cases, regulation breakdowns, and expert do’s and don’ts.
Fresh insights on responsible AI — delivered monthly by our specialists.

FAQS
Got questions?
We've got answers.
Want to learn more about our services and how we create value? You’re in the right place.
What is Beneficial ?
Beneficial is a startup specialized in responsible AI. We help companies design, audit, and optimize AI systems to ensure they are ethical, fair, transparent, and compliant (AI Act, GDPR).
Why adopt responsible AI ?
To reduce bias, build trust, and meet regulatory requirements. Today, aligning ethics with performance is a strategic advantage.
What services do you offer ?
- AI Flash Audit – A rapid scan of your models to detect bias and compliance risks.
- Adaptive Governance – Custom frameworks to help your AI systems stay aligned with evolving regulations.
- Transparency & Explainability – Tools and support to make your algorithms understandable and auditable.
What is your business model?
- Targeted services – Express audits, diagnostics, and compliance reviews.
- Workshops & training – Practical sessions to upskill your teams in responsible AI.
- Subscription model – Ongoing strategic support and monitoring for continuous compliance.
Who can benefit from your services?
Any company using data-driven systems to automate decisions — from startups to large enterprises in regulated industries.
What results can I expect?
More robust, reliable, and compliant AI systems. You’ll gain user trust, improve model performance, and enhance your brand reputation.


Join the movement for responsible AI
Let’s shape ethical, transparent, and compliant AI
— together.


