Meet Agent Score Built on real evidence

Know how good
your agent really is.

One score across outcome, reliability, cost, speed, and safety.
Find what’s holding your agent back. Know what to fix next.

Your production sessions. An open methodology.

Latitude Agent Score interface: Agent vitality of 81.3 over a 7-day window of 2,642 sessions, the score evolution chart, and the Outcome quality card at 86 with its Affected by and Healthy signal groups.
Agent Score, inside Latitude. Swipe to explore.
Grounded in production Five dimensions. One clear picture. Open methodology
01 / From traces to clarity

Your agent is already
telling you how it’s doing.

Every production session is evidence. Latitude turns that evidence into a score you can understand, act on, and improve.

01

Connect your traces

Send production sessions through OpenTelemetry, or bring the traces you already have.

02
Connection establishedFirst production trace receivedEvidence processingChecking score eligibility

Let the evidence build

All five dimensions must pass traffic, coverage, and confidence gates before a score appears.

03

Make your next move count

See what lowers your score, inspect the sessions behind it, and prioritize the fixes that matter.

02 / The whole picture

Good at one thing
isn’t good enough.

A fast agent that gets the answer wrong is still getting the answer wrong. Agent Score looks at the five dimensions that matter together.

See Agent Score in Latitude
01

Outcome

Did the agent complete the user’s task?

Look beyond a plausible answer. Understand whether the session actually delivered the intended result.
02

Reliability

Did the session finish without an operational failure?

Surface unhandled errors, failed tool calls, and terminal failures that prevent completion.
03

Cost

How much avoidable token or tool waste occurred?

Find redundant calls, repeated context, and work your agent didn’t need to do.
04

Speed

How much avoidable delay affected the session?

Identify slow retries and sequential calls that could run in parallel.
05

Safety

Did the agent cause confirmed harm?

Investigate evidence of destructive actions and policy violations in real sessions.
03 / A score is just the start

Less guesswork.
More forward progress.

Go from a dip in your score to the sessions behind it. Then turn those failures into evaluations and fixes.

01

Find the pattern

Surface recurring issues and the dimensions they affect.

02

Follow the evidence

Inspect the real production sessions behind each failure.

03

Turn the failure into an eval

Track the same behavior across new production sessions.

04

Ship a fix. Verify the change.

Bring the evidence to your coding agent through MCP. Track what happens after the release.

Latitude’s Outcome quality card: score 20, followed by Affected by metrics and signals, occurrence counts and impact bars, and a collapsible Healthy section.
See what affects the score. Keep healthy signals in view.
04 / Nothing behind a curtain

A score you can
interrogate.

Know what goes into the number. Know how much evidence supports it. Know when there isn’t enough.

Explore Latitude on GitHub
01

Real sessions. Real behavior.

Built from production sessions, grounded in what your agent actually did.

02

Enough evidence to mean something.

A minimum of 1,000 eligible sessions, with coverage and confidence gates across all five dimensions.

03

The shortest meaningful window.

The shortest whole-week window of 7, 14, 21, or 28 days that meets the eligibility requirements.

04

Uncertainty comes with the score.

Every score includes a 95% confidence interval. Insufficient evidence means no score yet.

Your next release starts here

Know your agent.
Improve your agent.

Connect your production traces. Let the evidence do the talking.

Start with your coding agentCopy → Paste → Connect

Install the Latitude AI skill from github.com/latitude-dev/skills and use it to add tracing to this application with Latitude following best practices.

Agent Score in Latitude

Latitude Agent Score interface, shown full size.

Product design snapshot · View in Figma ↗