Explain the finding.
Deterministic matches and session context help people assess what triggered a detection. An alert should support an investigation rather than substitute for one.
ABOUT MILGRAM
Make AI behavior visible. Make control practical.
Milgram builds security and optimization at the boundary between AI clients and model providers.
WHY MILGRAM EXISTS
AI needs an observable,
enforceable boundary.
AI applications increasingly read sensitive context, call tools, and participate in consequential workflows. Their behavior spans conversations and systems, while the controls around them often remain fragmented by application or provider.
Milgram brings inspection, session evidence, policy, and deterministic compression to the traffic boundary between AI clients and model providers. The aim is practical: help organizations understand what their AI is doing, act on security findings, and avoid sending unnecessary context.
Our product philosophy is reflected in the tagline: AI Safety. Safe AI. Protect AI workflows from hostile input, and make the behavior of the AI itself visible and accountable.
PRODUCT PRINCIPLES
Evidence before assurance.
Keep the customer in control.
Customers choose their provider, the AI used for investigation, and the actions it is permitted to perform. Adoption should be evaluated against the workflow they actually run.
Test the tradeoffs.
Coverage, false positives, policy timing, latency, and compression quality all matter. A credible evaluation measures the benefits alongside the operational cost.
RESEARCH & MATURITY
Built in the open question
of how agents behave.
Milgram’s research examines prompt injection, agent drift, sensitive-data exposure, and inference overhead. Our OpenAI-Hugging Face incident work reconstructs publicly documented behavior and tests it through the detection engine.
We distinguish reconstructed evidence from live monitoring, and a potential warning window from a prevention guarantee. That precision matters when a security team is deciding where to place trust.
Milgram is currently in invite-only beta. Evaluations are an opportunity to establish integration fit, validate operational boundaries, and discuss deployment and commercial requirements with the team.
Explore the researchINVITE-ONLY BETA
Bring your workflow. Define your evaluation.
Tell us what you use, what you need to protect, and where Milgram would run.