Reduce AI Deployment Risk.

Independent AI risk audits and safety engineering for organizations deploying high-risk AI in regulated environments.

Human authority enforced · Uncertainty quantified · Audit-ready documentation

Book a Paid AI Risk Audit Ongoing Oversight Accountability Framework

Used by regulated teams preparing for audits, enterprise contracts, and board review.

Why Organizations Choose Us
Proven expertise in AI risk assessment and governance
100%
Independent
Risk Assessment
Board
Ready
Documentation
2–4
Week Audit
Turnaround
Full
Uncertainty
Quantification

Professional Services Independent engagements for AI deployment risk, governance, and regulatory defensibility

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Most organizations must begin with an independent pre-deployment AI risk audit. Retainers and advisory engagements are available only after deployment readiness has been independently established.
AI Pre-Deployment Risk Audit
Governance Compliance Liability Reduction
$15,000 – $40,000 · Fixed Scope · 2–4 Weeks Accepting Engagements
Who This Is For
Regulated startups preparing for first deployment · Enterprise AI teams seeking formal deployment approval · Boards and executives requiring independent, third-party risk validation

This audit is the required first control for regulated or high-stakes AI deployments. We do not optimize models. We determine whether deploying the system is defensible.

  • Model risk and failure modes, including foreseeable misuse scenarios
  • Uncertainty gaps and overconfidence risks affecting decision reliability
  • Human-in-the-loop enforcement and decision authority clarity
  • Regulatory and governance readiness across applicable regimes
  • Board-ready audit documentation (executive summary + technical annex)
Outcome: A documented yes / no deployment decision, supported by explicit risk controls and audit-ready evidence suitable for regulators, auditors, boards, and investors.
Independent by design Fixed-scope Board-safe Regulator-ready
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Paid diagnostic · 30-minute scoping call
No sales deck · No obligation beyond the audit
Review Case Studies

When to Call Us

✔

An AI system is approaching deployment in a regulated environment

✔

A board or executive committee requires independent risk validation

✔

A contract, partnership, or procurement requires AI accountability evidence

✔

A regulator, auditor, or investor asks: “Who is accountable for this system?”

✔

An internal team cannot confidently answer: “What happens if the model is wrong?”

When We Are Not a Fit

✕

Exploratory research or model prototyping

✕

Implementation or model optimization services

✕

Unregulated, low-impact AI use cases

If AI decisions affect safety, liability, or regulatory exposure, delaying independent review increases organizational risk.

Areas of Work

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Methods

Papers & Technical Notes

Bayesian inference frameworks, causal analysis, and information-theoretic diagnostics for rigorous AI evaluation.

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Evaluations

Metrics & Benchmarks

Task-specific metrics, dataset-aware validation, and uncertainty reporting protocols that meet regulatory standards.

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Systems

Prototypes & Deployed

Research prototypes and production deployments with continuous monitoring and feedback loops for ongoing safety.

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Interpretability

Tracing & Explanations

Attention visualization, feature attribution, and counterfactual analysis for complete model understanding.

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Lebede Ngartera

Lebede Ngartera

Founder & AI Strategist
Applied mathematics · Bayesian & probabilistic ML
RG

"We build systems where assumptions, evaluation, and operational constraints are explicit. We focus on safety engineering, uncertainty reporting, and transparency so that teams can make informed decisions about when and how to use AI."

Prepare Your AI for Regulatory & Board Review

Fixed-scope AI risk audits and independent oversight for high-stakes deployments.

Request Audit Scope (Paid Diagnostic) → View Accountability Framework
Independent · Fixed-scope · Board-safe · Regulator-ready