SCURA INITIALIZING OBSERVABILITY LAYER
AI execution intelligence

See what your
agents actually did.

Capture, trace, evaluate and diagnose autonomous AI runs from one observable layer. Turn silent failures into searchable evidence.

01 Capture every action
02 Trace every decision
03 Diagnose every failure
01OBSERVEcontinuous capture
02EVALUATEpolicy aware
03DIAGNOSEroot cause graph
X 14.928 / Y 08.440
NODE 09F2 / SIGNAL LOCKED
LIVE TRACE run_9F42A
observing
01
Receive request0.84s
PASS
02
Analyze context1.42s
PASS
03
Search records2.10s
PASS
04
Execute actionpolicy mismatch
FAIL
ROOT CAUSE 94% confidence

Agent selected an unsupported action after the billing state changed.

model events 41
tool calls 17
AGENT TRACESEVALUATIONSROOT CAUSE DATASETSPOLICY QASESSION REPLAY AGENT TRACESEVALUATIONSROOT CAUSE DATASETSPOLICY QASESSION REPLAY
/ PRODUCT

A black box for autonomous work.
Except nothing stays hidden.

One layer to understand the full path between an agent’s intent, tools, environment, and outcome.

01

Observe every action

Capture model events, tools, browser states, screenshots, latency, errors and environment changes.

Explore capture ↗
02

Segment long runs

Transform messy multi-step executions into clean tasks, subtasks, decisions and measurable outcomes.

See segmentation ↗
03

Evaluate against rubrics

Score agent behavior against product, safety, policy and task-completion criteria without manual review.

View evaluations ↗
04

Diagnose failures

Cluster repeated failures, surface the first divergence, and trace likely causes back to prompts, tools or state.

Inspect root cause ↗
/ EXECUTION GRAPH

One run. Full visibility.

Replay the full chain of events and isolate the exact moment an autonomous workflow drifted off course.

SCURA / CONSOLE
production
SESSION

Support Resolution Agent

run_9F42A · Sep 24, 2026 · 00:41:19 UTC

failed
Duration47.2s
Tool calls17
Model events41
Evidence8
EXECUTION TIMELINE
00:0000:1000:2000:3000:40
input
reasoning
search
action
recovery
TIMETYPEEVENTRESULT
00:04.2toolcustomer.lookuppass
00:13.8modelpolicy.selectpass
00:31.5toolsubscription.updatefailed
00:34.7modelrecovery.attemptpartial
/ CONNECT

Built to sit between
your agents and reality.

Start with a generic event stream today. Add deep SDK and connector support as your stack grows.

/ QUICK START

Instrument once.
See the whole run.

Send structured execution events to Scura and attach evidence as your agent moves through the world. The interface is already designed for logs, evaluations, timelines and failure clusters.

agent.js 
// Example event shape
scura.trace({
  session: "run_9F42A",
  agent: "support-resolution",
  step: "subscription.update",
  result: "failed",
  evidence: {
    screenshot: true,
    tool_output: payload
  }
});
PRIVATE BUILD

Turn agent failures
into better systems.

Scura makes autonomous work inspectable, searchable and measurable before it becomes invisible complexity.