Enterprise Real-Time AI Safety Monitoring Solutions

Real-time AI monitoring protects users by inspecting prompts, responses, tool calls, and agent handoffs before outcomes are delivered or executed. PromptHalo can detect prompt injection, jailbreaks, data leakage, retrieval poisoning, unsafe actions, and behavioral drift in milliseconds. When risk appears, the system can allow, restrict, challenge, deny, or monitor the action while recording an audit trail.

PromptHalo monitors AI application input and output streams, inferences, agent tool calls, API actions, RAG retrieval content, and agent-to-agent handoffs. It looks for security and trust issues such as adversarial prompts, poisoned retrieved content, sensitive data exposure, unsafe commands, and behavior that drifts from expected patterns across sessions.

No. PromptHalo operates without requiring access to the underlying model, which helps enterprises add protection to existing AI deployments with minimal friction. It can sit inline through deployment options such as an API gateway, agent mode, SDK, REST integration, gateway plugin, or middleware, depending on the application architecture.

PromptHalo’s Runtime Security solution makes per-action decisions in under 100ms. For commerce-specific agent trust checks, the platform is designed to authorize, score, and decide in under 50ms. This speed allows risky prompts, responses, tool calls, and handoffs to be evaluated inline before they become user-facing or operational incidents.

Real-time monitoring can help block prompt injection, jailbreaks, retrieval and RAG poisoning, data leakage, unsafe tool and API calls, authority abuse, behavioral drift, and out-of-scope agent actions. PromptHalo combines Threat Library intelligence, classifier-based risk scoring, policy enforcement, and runtime controls to reduce reliance on brittle static rules.

Yes. PromptHalo includes a configurable Policy Enforcement Engine that lets enterprises define custom rules to flag, log, transform, or block AI activity. Policies can be applied per action across workflows, so organizations can encode their own security, compliance, data-access, budget, and authority requirements instead of relying only on default settings.

PromptHalo generates decision-level, compliance-ready audit logs for security teams and regulatory reporting. Each event can include the decision reason, acting agent or passport identity, session and tenant context, and timestamp. Logs are append-only and tamper-evident, creating replayable evidence for debugging, compliance export, and post-incident investigations.

PromptHalo’s Runtime Security solution can deploy in under a day with no model retraining and no code rewrite. It supports low-friction integration patterns, including API gateway deployment, agent mode, inline middleware, SDK, OIDC, MCP, REST, and gateway plugins, allowing protection to fit existing AI workflows and infrastructure.