AI workload control plane

Operate agent workloads like a production fleet

Monitor workloads, fleets, runs, approvals, budgets, artifacts, and degraded live telemetry from one tenant-branded console.

Live updates degraded · last state 2:38:00 PM UTC

Active runs

18

running

7 running, 8 queued, 3 blocked

Failed 24h

2

failed

Both have remediation attached

Approvals waiting

5

blocked

2 high-impact controls

Spend today

$184

queued

62% of daily cap

Workloads

Invoice extraction pipeline

Revenue operations · 4/6 active · $80 cap

running

Customer research digest

Growth operations · waiting for capacity · $35 cap

queued

Renewal risk classifier

Success operations · approval required · $120 cap

blocked

Approvals & Controls

Raise run cap to $150

Allows blocked classifier to finish

Retry failed extraction batch

Reprocesses 42 source files

Control gate: Control is enabled and will be recorded in the audit trail.

Fleets & Agents

planner-01running

Planner · Invoice extraction pipeline · 99.94%

builder-02paused

Builder · Maintenance window · 99.10%

reviewer-01blocked

Reviewer · Approval required · 98.80%

Runs

Invoice extraction pipelinerunning

Normalize documents · planner-01 · $18.20

Renewal risk classifierblocked

Request provider spend · reviewer-01 · $44.10

Data quality auditsucceeded

Artifacts published · auditor-01 · $12.77

Artifacts & Timelines

Run timeline

Timeline · control API · Updated 4 minutes ago

Output bundle

Artifact · object store · Checksum verified

Audit trail

Evidence · append-only events · Current

Budgets & Usage

Daily cap usage: 62%
Highest cost scope: production research digest
Provider reconciliation: pending connector refresh

Required non-happy states

empty

No records yet. The first action should create a guided starter record instead of an empty panel.

loading

Structure-aware skeletons keep the operator oriented while data loads.

error

Errors state what failed, likely cause, and the next recovery action.

degraded

Live telemetry paused. Showing last known state from 7/4/2026, 2:38:00 PM UTC.

permission

Control is visible with a role-based reason when the current user cannot execute it.

Primary screen inventory

OverviewWorkloadsFleetsRunsApprovalsBudgetsArtifactsSettings