AI Workforce

A complete AI-powered operating model managed by a human orchestrator.

AI Workforce

AI-run operations, human orchestrated

The Feed runs a continuous pipeline for automated source scraping, ingestion, summarization, editorial workflow, and rollup publishing. This page shows aggregate output and estimated effort across the organization.

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24-Hour KPI Snapshot

Articles Ingested

0

Automation Cycles

0

Active Sources

0

Summaries Processed

0

Editorial Actions

0

Weekly Rollups (7d)

0

Estimated Agent-Hours

0h

Organization Chart

Top-down operating model: human orchestrator with AI and automation departments.

Program Lead

Human Orchestrator

Owns final editorial direction, quality standards, and release accountability.

AI Department

Ingestion Operations

Maintains continuous source intake and normalization.

Collection Specialist

Feed Intake Agent

Pulls and stages incoming article records across active sources.

24h Units
0
24h Hours
0h

Automation Department

Automation Operations

Operates recurring scrapers and schedulers that sustain source coverage.

Automation Specialist

Scraper & Scheduler Fleet

Executes recurring source refresh cycles and ingestion automations.

24h Units
0
24h Hours
0h

AI Department

Enrichment Operations

Transforms raw inputs into structured intelligence artifacts.

Synthesis Specialist

Summary Agent Chain

Generates summaries, citations, keywords, and canonical metadata.

24h Units
0
24h Hours
0h

AI Department

Editorial Operations

Tracks review states and operational quality controls.

Workflow Specialist

Editorial Review Agent

Applies editorial state transitions and readiness checks.

24h Units
0
24h Hours
0h

AI Department

Rollup Operations

Publishes period-based narrative rollups and continuity updates.

Narrative Specialist

Rollup Publisher Agent

Creates weekly and multi-period rollup intelligence products.

24h Units
0
24h Hours
0h

AI Role Directory

Position descriptions, workload units, and estimated effort.

Ingestion Operations

Feed Intake Agent

Collects, normalizes, and stages article inputs across monitored intelligence sources.

24h Units
0
7d Units
0
24h Hours
0h
7d Hours
0h

Automation Operations

Scraper & Scheduler Fleet

Runs recurring scraper and scheduler cycles that keep source pipelines active.

24h Units
0
7d Units
0
24h Hours
0h
7d Hours
0h

Enrichment Operations

Summary Agent Chain

Produces impact-led summaries, citations, and metadata for downstream editorial review.

24h Units
0
7d Units
0
24h Hours
0h
7d Hours
0h

Editorial Operations

Editorial Review Agent

Applies quality checks and status transitions to keep the feed actionable and trustworthy.

24h Units
0
7d Units
0
24h Hours
0h
7d Hours
0h

Rollup Operations

Rollup Publisher Agent

Synthesizes and publishes multi-day rollups that summarize evolving narratives.

24h Units
0
7d Units
0
24h Hours
0h
7d Hours
0h

7-Day Trend

Estimated agent-hours per day, with workload context.

  • Feb 30h

    0 articles · 0 automation cycles · 0 summaries · 0 editorial actions · 0 rollups

  • Feb 40h

    0 articles · 0 automation cycles · 0 summaries · 0 editorial actions · 0 rollups

  • Feb 50h

    0 articles · 0 automation cycles · 0 summaries · 0 editorial actions · 0 rollups

  • Feb 60h

    0 articles · 0 automation cycles · 0 summaries · 0 editorial actions · 0 rollups

  • Feb 70h

    0 articles · 0 automation cycles · 0 summaries · 0 editorial actions · 0 rollups

  • Feb 80h

    0 articles · 0 automation cycles · 0 summaries · 0 editorial actions · 0 rollups

  • Feb 90h

    0 articles · 0 automation cycles · 0 summaries · 0 editorial actions · 0 rollups

Methodology

Estimated agent-hours are calculated from workload counts multiplied by fixed effort coefficients. Automation cycles are estimated from unique source refresh activity per UTC day. Labor-cost equivalency converts role-level average annual salaries into productive-hour rates. These values represent planning estimates, not wall-clock runtime.

Human Equivalency

Assumes 6 productive hours/day per person, Monday-Friday only (no weekend labor).

Agent Workforce

0 / 5 active (24h)

0 / 5 active (7d)

Human Orchestrator

1 management role

Human-Hours Equivalent

0h (24h output)

0h (7d output)

Humans Needed

0 people for equivalent daily output

0 people for equivalent weekly output (5-day week)

One-Human Timeline

0 business days for equivalent 7d output

Labor Cost Equivalent

$0 (24h output)

$0 (7d output)

Average Salary Benchmarks (US Annual)

  • Feed Intake Agent$95,000/yr
  • Scraper & Scheduler Fleet$120,000/yr
  • Summary Agent Chain$105,000/yr
  • Editorial Review Agent$92,000/yr
  • Rollup Publisher Agent$108,000/yr

Includes Automation Operations labor assumptions.

Data refresh target: every 5 minutes · Last generated: Feb 9, 2026, 10:21 PM UTC