Agent observability

AI runtime fabric

Trace behavior, model quality, latency and cost across production agents.

Production trace stream

Span-level latency and tool execution paths.

Runtime

0ms400ms800ms1.2s1.6s

Total

Evaluation quality matrix

Model scores across production quality dimensions.

CorrectnessFaithfulnessRelevanceSafetyStyle

Runtime guard

Automated production policy coverage.

88%

quality pass

Model routing topology

Traffic allocation by task and provider.

Evaluation queue

Pending regressions and production review sets.

Trace ledger

5 production traces in the current model view.

Trace	Model	Latency	Tokens	Quality	State
support-resolution-agent tr_0849 · Support AI · 12s ago	gpt-5	842ms	12,840	94%	Healthy
invoice-audit-workflow tr_0848 · Finance AI · 34s ago	claude	1280ms	18,420	87%	Slow
catalog-enrichment-batch tr_0847 · Commerce AI · 1m ago	gemini	618ms	9,600	91%	Healthy
lead-qualification-agent tr_0846 · Revenue AI · 3m ago	gpt-5	1540ms	22,180	71%	Failed
contract-risk-review tr_0845 · Legal AI · 6m ago	claude	974ms	14,620	96%	Healthy

Trace

Model

Latency

Tokens

Quality

State

support-resolution-agent

tr_0849 · Support AI · 12s ago

gpt-5

842ms

12,840

94%

Healthy

invoice-audit-workflow

tr_0848 · Finance AI · 34s ago

claude

1280ms

18,420

87%

Slow

catalog-enrichment-batch

tr_0847 · Commerce AI · 1m ago

gemini

618ms

9,600

91%

Healthy

lead-qualification-agent

tr_0846 · Revenue AI · 3m ago

gpt-5

1540ms

22,180

71%

Failed

contract-risk-review

tr_0845 · Legal AI · 6m ago

claude

974ms

14,620

96%

Healthy