Wardin: The Audit-Grade Evidence Layer for AI

Research Context and Background

Wardin is a specialized tool built for managing AI infrastructure. It acts as a secure gateway that sits directly in the path of every request sent to AI providers like OpenAI or Anthropic. Unlike other tools that only watch traffic after it happens, Wardin stops bad requests before they leave your network. It enforces rules, tracks costs in real time, and creates tamper-proof records for every interaction. This helps organizations meet strict security and legal requirements while keeping their AI spending under control.

Benefits

Wardin offers several key advantages that replace the need for multiple separate tools.

• Prevents Violations Before They Happen:Wardin blocks requests that break security rules, such as those containing private data or harmful code, before they reach the AI provider. This means organizations do not have to clean up mistakes afterward.
• Real-Time Cost Tracking:The tool assigns every dollar of spending to a specific team, person, or project as it happens. This eliminates the confusion of waiting for a monthly invoice to figure out who spent what.
• Unchangeable Proof:Every request generates a signed receipt that cannot be altered. These records are linked together in a chain, making it impossible to hide or change past data. This provides solid evidence for auditors and regulators.
• Measures Real Value:Wardin does not just count how many words an AI model uses. It connects spending to actual work output, like code merged into a project. This helps leaders see if their AI budget is producing results.
• Simplifies the Stack:Instead of using five different products for security, billing, and tracking, Wardin combines all these functions into one single control panel.

Use Cases

Wardin is designed for teams that need strict control over their AI usage and must prove compliance to regulators.

• Security and Compliance Teams:Organizations facing regulations like the EU AI Act can use Wardin to generate the exact records auditors require. It proves that no unscanned data left the company network.
• Finance and Operations:Teams can set hard budget limits that automatically stop spending when reached. This prevents unexpected costs and makes closing the books at the end of the month much easier.
• Software Development:Developers can use Wardin to track how much their AI tools cost per task. It groups requests into sessions so managers can see the cost of building a specific feature rather than getting lost in thousands of small requests.
• Agentic Workflows:Tools that use AI to perform tasks automatically can point directly to the Wardin gateway. This allows the system to enforce rules and track costs without changing any existing code.

Pricing

Wardin is currently in early access. Teams can join via a waitlist without needing a credit card. Access is granted in small batches to ensure each team gets personal support during onboarding.

Vibes

As a new product in early access, Wardin has not yet gathered a large volume of public reviews or testimonials. However, the product is designed to solve a critical gap in the market where security, finance, and compliance tools often fail to work together. Early feedback suggests that the ability to generate audit-grade evidence directly from the request path is a significant improvement over traditional observability tools that only report on past events.

Additional Information

Wardin supports major AI providers including Anthropic, OpenAI, AWS Bedrock, and Google Vertex. It allows users to bring their own API keys for these services. The tool is built to work with agentic workflows and supports fallback routing, meaning it can switch between different AI providers if one is unavailable. While Wardin does not hold its own security certifications like SOC 2, it produces records that map directly to the controls required by those frameworks, helping organizations prepare for their own audits.