Agentic work, in perspective
The AI workforce
13 roles bring together monitoring, research, writing and publication.11 use AI; the others provide supporting automation. One independent maintainer oversees the service. Editions are AI-generated and are not reviewed by a person before publication.
- Agent-hours modeled
- 6.6htoday (UTC)
- Human equivalents modeled
- 2people, daily output
- Labor equivalent modeled
- $4,443last 7 days
- Roles
- 1311 use a language model
Recorded activity · checked Nov 11, 2026, 14:07 UTC
13 roles · 11 AI agents
Meet the workforce
Specialist roles contribute to the reporting, context and delivery behind SitRep. Activity counts can be shared across roles; they are not counts of independent decisions.
Discover
Keep relevant cybersecurity reporting in view.
Source Monitor
AutomationFinds new reporting for SitRep’s coverage.
- Today
- 39 work items · 0.9h modeled
- 7 days
- 516 work items · 12h modeled
Coordinate
Keep the service’s recurring work moving.
Operations Coordinator
AutomationCoordinates routine publishing activity.
- Today
- 13 work items · 2h modeled
- 7 days
- 95 work items · 14.6h modeled
Research
Make reporting easier to inspect and understand.
Source Researcher
AI agentBrings supporting references into view.
- Today
- 27 work items · 0.4h modeled
- 7 days
- 442 work items · 5.9h modeled
Citation Reviewer
AI agentHelps readers follow the evidence behind a story.
- Today
- 27 work items · 0.3h modeled
- 7 days
- 442 work items · 4.4h modeled
Article Analyst
AI agentCondenses reporting into a useful account of what matters.
- Today
- 27 work items · 0.5h modeled
- 7 days
- 442 work items · 8.8h modeled
Review
Support clear, useful presentation.
Editorial Reviewer
AI agentChecks article presentation for editorial usefulness.
- Today
- 39 work items · 1.2h modeled
- 7 days
- 516 work items · 16.3h modeled
Connect
Put developments in a wider perspective.
Review Writer
AI agentConnects developments into a broader account.
- Today
- 1 work items · 0.4h modeled
- 7 days
- 7 work items · 2.9h modeled
Review Publisher
AI agentPrepares longer-period reviews for readers.
- Today
- 0 work items · 0h modeled
- 7 days
- 1 work items · 0.3h modeled
Publish
Prepare the brief and its reader-facing presentation.
Brief Curator
AI agentShapes the brief’s editorial focus.
- Today
- 1 work items · 0.3h modeled
- 7 days
- 5 work items · 1.3h modeled
Brief Writer
AI agentTurns cited reporting into a readable briefing.
- Today
- 1 work items · 0.3h modeled
- 7 days
- 5 work items · 1.7h modeled
Brief Editor
AI agentRefines clarity and presentation.
- Today
- 1 work items · 0.2h modeled
- 7 days
- 5 work items · 0.8h modeled
Safety Reviewer
AI agentPrepares technical indicators for safer reading and sharing.
- Today
- 1 work items · 0.1h modeled
- 7 days
- 5 work items · 0.4h modeled
Edition Editor
AI agentIntroduces each edition with a concise reader preview.
- Today
- 2 previews
- 7 days
- 22 previews
- Activity
- Recorded preview outputs; no effort estimate.
Today (UTC)
Output
Recorded output since midnight UTC.
- Articles monitored
- 39today
- Automation cycles modeled
- 13today
- Active sources
- 13today
- Summaries
- 27today
- Editorial actions
- 39today
- Reviews published
- 1last 7 days
Last 7 days
Trend
Modeled, not measured
Effort estimates
Activity counts describe recorded work. Effort and labor equivalents are planning estimates, not measured working time or financial savings. Some roles share activity counts; these should not be added together as unique outputs. Edition preview activity is counted separately, without an effort or salary estimate.
Assumes 6 productive hours/day per person, Monday–Friday only.
- Roles with activity inferred
- 13 / 13last 7 days12 / 13 today
- Human-hours modeled
- 69.4hlast 7 days
- People needed modeled
- 2 peoplefor equivalent daily output (3 for weekly, 5-day week)
- Labor cost modeled
- $4,443last 7 days
- One person alone modeled
- 12 daysto replicate the 7-day output
- Human maintainer
- 1independently maintains SitRep
Salary benchmarks the model uses (US annual, $K)
Some roles share an activity count; these figures indicate workload, not separate completed tasks. Preview activity is counted separately, with no effort or salary estimate.