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AI Agent Performance Dashboard - Runs, Quality, and Exceptions

A lightweight operations dashboard that turns AI-agent activity into a reviewable view of runs, outcomes, quality signals, and exceptions.

Project result

Agent runs, quality signals, and exceptions made visible

Client buildAgent telemetryQuality reviewException tracking

Live

agent visibility

POV

focused release

1

review surface

AI Agent Dashboard case study preview

01 / The challenge

The agent existed, but its behavior was difficult to assess without a clear operational view. Stakeholders needed to see what ran, what succeeded, and what required attention.

02 / Our approach

We designed a focused dashboard around the highest-value review signals, using a rapid Streamlit build to validate the monitoring model before expanding the product surface.

03 / The result

The team gained a practical view of agent performance and failure states, making evaluation and the next product decisions faster and more concrete.

04 / What shipped

01

Agent run and outcome summaries

02

Performance indicators and exception review

03

A focused Streamlit interface for rapid validation

Client feedback

Great work. Will hire again.
AI agent performance dashboard