Observability & Detection
Capture execution signals, establish behavioral baselines, and identify runtime degradation, anomalies, and risk.
- Latency and first-token behavior
- Provider and model execution signals
- Execution risk and anomaly detection
WAIL is an AI, Agent & MCP Execution Control & Governance Layer for production AI systems. It observes execution, detects degradation, supports controlled interventions, enforces execution governance, and preserves cryptographically signed evidence.
No gateway. No replacement agent framework. Designed for on-premises and private-cloud environments.
Runtime control and governance across model calls, agent runs, and MCP tool operations.
Capture execution signals, establish behavioral baselines, and identify runtime degradation, anomalies, and risk.
Support evidence-driven observe, retry, and reroute decisions within the applicable execution scope.
Represent Agent Runs, model execution, and MCP tool operations as connected execution units.
Evaluate authorization, policy, and authority changes throughout active execution, not only at request start.
Connect runtime observations, decisions, control actions, and outcomes through cryptographically signed records.
Integrate around existing AI applications without replacing their orchestration frameworks.
WAIL distinguishes what the system observed, what it decided, what action was attempted, and what outcome was verified.
WAIL v1.3 verification focuses on execution behavior, governance enforcement, controlled recovery, and evidence integrity. Each result is interpreted within its tested scope.
Authorization changes during active execution and enforcement across affected operations.
Verification domainConnected execution identities and signed records across agent, tool, and model activity.
Verification domainControlled runtime reroute and verification of the resulting execution behavior.
Verification domainCryptographic integrity and chronological linkage of execution and governance evidence.
Verification domainExplore the public developer runtime and its integration documentation.
pip install wail-runtime from openai import OpenAI import wail client = wail.wrap(OpenAI())