What We Solve

Protect AI systems where output quality is only part of the problem.

AI governance is about enforceable boundaries: who can authorize it, what it can access, and what it can execute.

We focus on injection, over-permissioned agents, data exposure, weak review flows, and missing audit trails.

  • Prompt injection and unsafe instruction chaining
  • Over-broad agent permissions across tools and systems
  • Sensitive data leakage in retrieval, prompts, or outputs
  • Weak tenant boundaries in shared AI workflows
  • No audit trail for actions, prompts, or decisions
  • Policy gaps around human approval and escalation
  • Vendor and model risk without clear control points
  • Enterprise friction when AI features cannot survive security review

If you cannot govern the AI system, you do not control it.

What You Get

  • Threat model for prompts, tools, data, and runtime actions
  • Authorization design for agents, users, tools, and escalation paths
  • Guardrail architecture for sensitive actions and high-risk flows
  • Logging and review model for auditability and incident response
  • Governance package leadership, engineering, and security can all use

Controls and Delivery

Security Layers

  • Prompt, retrieval, tool, and output-path analysis
  • Identity and authorization boundaries for AI agents
  • Data scoping, tenancy rules, and secrets handling
  • Human approval flows for sensitive operations

Validation

  • Scenario-based testing and AI red-team cases
  • Runtime logging and explainability requirements
  • Policy checks for production release readiness
  • Remediation sequencing and control validation

Typical Outputs

  • AI control map and risk register
  • Authorization and approval design
  • Guardrail recommendations and rollout logic
  • Evidence pack for procurement or internal review

Business Fit

  • AI products heading into enterprise sales
  • Internal agents touching live systems or sensitive data
  • Teams under compliance, legal, or procurement pressure
  • Organizations that want AI capability without avoidable trust failures

Why Teams Move Fast

Senior engineers. Clear next steps. Work built for systems that carry real pressure.

Personal data is handled with clear discipline across GDPR, UK GDPR, CCPA/CPRA, PIPEDA, and DPA/SCC expectations where applicable.

Senior Access

Speak with engineers who can inspect, decide, and execute.

Usable First Step

Reviews, priorities, scope, and next moves your team can use right away.

Built for Pressure

AI, systems, security, native software, and low-latency infrastructure.

Delivery Senior-led Direct technical communication
Coverage AI, systems, security One team across the stack
Markets Europe, US, Singapore Clients across key engineering hubs
Personal data Privacy-disciplined GDPR, UK GDPR, CCPA/CPRA, PIPEDA, DPA/SCC-aware

Start with the system, the pressure, and the decision ahead. We shape the next move from there.

Contact

Start the Conversation

A few clear lines are enough. Describe the system, the pressure, and the decision that is blocked. Or write directly to midgard@stofu.io.

01 What the system does
02 What hurts now
03 What decision is blocked
04 Optional: logs, specs, traces, diffs
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