Model Governance Is Not Usage Governance
AI governance platforms help you build responsible AI. Oximy helps you govern how your workforce actually uses AI tools every day — a fundamentally different problem.
The Challenge
Two Different Sides of AI Governance
The term 'AI governance' means different things to different teams. For data science and ML engineering teams, it means managing the model lifecycle — bias detection, fairness testing, explainability, model cards, and regulatory compliance for AI systems you build. For security, compliance, and IT teams, it means understanding and controlling how thousands of employees use third-party AI tools like ChatGPT, Copilot, Midjourney, and hundreds of others. Existing AI governance platforms solve the first problem. Oximy solves the second.
- AI governance platforms focus on models you build and deploy — not third-party AI tools your employees use
- Enterprise AI usage involves 3,500+ external tools, not just internal models
- Employee AI interactions create data exposure risks that model lifecycle tools do not address
- Regulatory frameworks like the EU AI Act increasingly require visibility into AI usage, not just AI development
Visibility Gaps
What AI Governance Platforms Do Not Cover
No Employee Usage Visibility
AI governance platforms track model versions, training data, and deployment environments. They have no visibility into whether your marketing team is pasting customer data into ChatGPT or your engineers are sharing proprietary code with AI assistants.
Third-Party Tool Blind Spot
These platforms govern AI models you control — ones built on your infrastructure with your data. The vast majority of enterprise AI usage happens through third-party tools and APIs that are completely outside the governance platform's scope.
No Real-Time Data Protection
Model governance is a development-time activity — bias testing before deployment, fairness audits on training data. Enterprise AI usage risks happen in real time, every time an employee opens an AI tool. Governance platforms are not designed for real-time interaction monitoring.
No Shadow AI Discovery
AI governance platforms manage a known inventory of models you built or approved. They cannot discover the dozens of unapproved AI tools employees have adopted on their own — the shadow AI problem that creates the most immediate risk.
Feature Comparison
AI Governance Tools vs Oximy Oversight
| Feature | AI Governance Platform | Oximy Oversight |
|---|---|---|
| Scope | ||
| Monitor employee use of third-party AI tools | ||
| Govern internally developed AI models | ||
| Coverage across 3,500+ AI tools | ||
| Data Protection | ||
| Detect sensitive data in AI prompts | ||
| Real-time policy enforcement on AI interactions | ||
| Training data bias and fairness testing | ||
| Model Lifecycle | ||
| Model cards and documentation | ||
| Model explainability and interpretability | ||
| Enterprise Visibility | ||
| Shadow AI tool discovery | ||
| AI usage analytics by team and department | ||
| Compliance | ||
| AI usage audit trail for regulatory compliance | Model-level only | |
| AI model risk assessment and classification | ||
Scope
Monitor employee use of third-party AI tools
Govern internally developed AI models
Coverage across 3,500+ AI tools
Data Protection
Detect sensitive data in AI prompts
Real-time policy enforcement on AI interactions
Training data bias and fairness testing
Model Lifecycle
Model cards and documentation
Model explainability and interpretability
Enterprise Visibility
Shadow AI tool discovery
AI usage analytics by team and department
Compliance
AI usage audit trail for regulatory compliance
AI model risk assessment and classification
Tools in This Category
Leading AI Governance Platforms
These platforms govern AI you build. Oximy governs AI your employees use. Both are necessary for complete AI governance.
Why Oximy
How Oximy Completes Your AI Governance Strategy
AI governance is incomplete without visibility into how employees actually use AI. Oximy fills the usage side of the governance equation.
Usage-First Governance
Oximy starts from how employees actually use AI tools — what they share, which tools they choose, how frequently they interact. This bottom-up visibility is the foundation for effective governance policies.
Complete AI Tool Inventory
Automatically discover every AI tool in use across your organization, including shadow AI. You cannot govern what you cannot see — and most enterprises have no idea how many AI tools their employees use.
Real-Time Data Protection
Unlike development-time governance that reviews models before deployment, Oximy protects data in real time — detecting and preventing sensitive data from being shared with AI tools as it happens.
Compliance-Ready Audit Trails
Generate comprehensive audit trails of enterprise AI usage for regulatory compliance. As frameworks like the EU AI Act expand to cover AI usage — not just AI development — this evidence becomes essential.
FAQs
Frequently asked questions
Your AI governance platform and Oximy solve different problems. Your governance platform helps your data science team build and deploy responsible AI models — managing bias, fairness, explainability, and model documentation. Oximy helps your security and IT teams understand and control how thousands of employees use external AI tools every day. Both are essential, and they do not overlap.
Have more questions? Contact our team
Complete Your AI Governance Strategy
You govern how you build AI. Now govern how your workforce uses it.