You will get AI Structural Risk Audit that detects Hidden Logic Errors & Decision Risks
Project details
You will receive a structural diagnostic audit designed to identify where AI outputs, analytical models, or decision frameworks diverge from real-world constraints.
This service focuses on structural integrity rather than model building or prompt optimization.
I analyze systems at the intersection of reasoning, assumptions, and execution environments, uncovering hidden instabilities that often go unnoticed during standard reviews.
The audit examines:
• Logic chains and hidden contradictions
• Dependency risks and fragile assumptions
• Coordination and execution feasibility
• Alignment between models and real-world constraints
Clients typically request this service when:
– Outputs appear correct but fail under deeper scrutiny
– Decision systems produce inconsistent results
– Analyses seem persuasive but lack structural stability
Deliverables include:
✔ A structured diagnostic report
✔ Identification of risk surfaces and instability points
✔ Clear structural recommendations
This service enhances reliability and decision-making confidence without requiring a complete system overhaul.
This service focuses on structural integrity rather than model building or prompt optimization.
I analyze systems at the intersection of reasoning, assumptions, and execution environments, uncovering hidden instabilities that often go unnoticed during standard reviews.
The audit examines:
• Logic chains and hidden contradictions
• Dependency risks and fragile assumptions
• Coordination and execution feasibility
• Alignment between models and real-world constraints
Clients typically request this service when:
– Outputs appear correct but fail under deeper scrutiny
– Decision systems produce inconsistent results
– Analyses seem persuasive but lack structural stability
Deliverables include:
✔ A structured diagnostic report
✔ Identification of risk surfaces and instability points
✔ Clear structural recommendations
This service enhances reliability and decision-making confidence without requiring a complete system overhaul.
Machine Learning Tools
ChatGPT, GPT-3, Microsoft Excel, Microsoft Power BI, pandas, Python, scikit-learn, SQLWhat's included
| Service Tiers |
Starter
$75
|
Standard
$180
|
Advanced
$350
|
|---|---|---|---|
| Delivery Time | 2 days | 4 days | 7 days |
Number of Revisions | 1 | 2 | 3 |
Number of Model Variations | 1 | 2 | 3 |
Number of Scenarios | 1 | 3 | 5 |
Number of Graphs/Charts | 2 | 5 | 8 |
Model Validation/Testing | |||
Model Documentation | - | ||
Data Source Connectivity | - | - | - |
Source Code | - | - | - |
Optional add-ons
You can add these on the next page.
Additional Scenario
+$35
Additional Graph/Chart
+$20
Model Documentation
+$85
Priority Diagnostic Review
+$60Frequently asked questions
About Sibusiso
AI & Systems Structural Analyst
Cape Town, South Africa - 6:22 am local time
My work focuses on structural diagnostics, identifying hidden logic errors, unstable assumptions, and model–reality divergence before they become operational risks.
Rather than building AI systems, I evaluate their structural integrity, examining how reasoning holds up under constraint, coordination pressure, and execution realities.
This work sits at the intersection of systems analysis, risk diagnostics, and decision architecture.
Steps for completing your project
After purchasing the project, send requirements so Sibusiso can start the project.
Delivery time starts when Sibusiso receives requirements from you.
Sibusiso works on your project following the steps below.
Revisions may occur after the delivery date.
Step 1 — Structural Intake & Context Mapping
Review provided materials to understand objectives, constraints, and system environment.
Step 2 — Structural Decomposition
Break down logic chains, assumptions, dependencies, and coordination layers.