AI observability

Monitor your AI systems in production.

We design telemetry, dashboards and alerting for models, prompts and tool calls. Your team can track costs, investigate failures and monitor output quality.

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All services

What we do

01
Telemetry designTraces, prompts, tool calls, tokens and outcomes. What to capture, and what to leave out to protect people.
02
Quality & drift monitoringEval‑based scoring in production, alerting on regressions and behaviour change.
03
Cost governanceAttribution by team, feature and model, with budgets and alerts.
04
Tooling selectionNeutral evaluation of observability platforms against your requirements.

Who it’s for

Engineering and platform leaders running LLM or agent workloads across more than one team.

You leave with

Observability reference design
Monitoring and alerting spec
Vendor shortlist and scoring

Independent consulting. We do not resell software or receive vendor referral fees. We support assessment, implementation and handover.

Other practices

Cyber security AI security AI solutions AI governance and advisory AI agent engineering Support and transformation PQC consulting Marketing engineering Forward deployment engineering

Book a 30‑minute call.

Tell us about your project. We will discuss the requirements, whether we can help and the next steps.

Based in Hong Kong, working with teams across Asia Pacific and remotely. Email [email protected] if you prefer.