Tracing, guardrails, and explainability

Observe every agent decision.

We build full observability for AI agents: end-to-end traces, policy guardrails, audit-ready logs, and explainability outputs that help teams trust production behavior.

Need deployment context too? Explore our integrations and security model.

Tracing

Correlate prompts, tool calls, external APIs, retries, and outputs per run with structured root-cause visibility.

Guardrails

Apply input/output policy checks, tool permission boundaries, and escalation gates for high-risk actions.

Logs & Audit

Maintain immutable event logs with actor, action, context, and timestamp metadata for compliance and incident response.

Explainability

Expose decision summaries, evidence references, and review artifacts without leaking hidden chain-of-thought internals.

Tools we integrate for observability

Vendor-agnostic integrations across tracing, evaluation, orchestration, and operational monitoring stacks.

LangSmith

Agent tracing, live dashboards, and alerts for latency, quality, and cost.

Langfuse

OTEL-friendly trace capture, eval loops, and production debugging workflows.

Arize / Phoenix OSS

Tracing + evaluation pipelines with monitoring and model behavior analytics.

Monte Carlo

Data + agent observability to connect context quality with agent behavior.

Camunda

Process-level orchestration telemetry for human + AI execution paths.

Tines / Boomi

Workflow automation and enterprise integration telemetry for cross-system reliability.

Closed-loop reliability workflow

01

Instrument

Capture traces and logs across prompt, retrieval, tool, and execution layers using consistent schemas.

02

Evaluate

Run online and offline evals for quality, drift, hallucination risk, and guardrail adherence.

03

Improve

Feed production learnings back into prompts, tools, policies, and orchestration logic with regression checks.

The world's first agentic AI consultancy

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