How the AI agents work
Each agent has a specific job. Together, they connect research, production, publishing, and optimization into one coordinated workflow.
Agents exchange structured, persistent records — opportunities, research reports, scripts, fact-checks, voiceovers, renders, packaging options and publications — rather than chat messages. Every run records its inputs, outputs, provider, tokens, cost, attempts and status.
Agent 1
Discover, monitor, compare and analyze competing YouTube channels using official public data; compute baselines, outliers, CTR proxies and thumbnail patterns; deliver opportunity candidates.
Agent 2
Independently validate a topic: audience, intent, evidence, competition, gaps, originality, production cost, monetization scenarios and a transparent opportunity score.
Agent 3
Create channel positioning, content pillars, audience profiles, recurring series and 30/60/90-day editorial plans.
Agent 4
Write original, scene-structured scripts with hooks, timestamps, voiceover, visual direction, on-screen text and sources.
Agent 5
Extract factual claims, find and grade supporting evidence, detect unsupported or conflicting claims and return a verdict.
Agent 6
Synthesize narration per scene, normalize and segment audio, run integrity QA and track cost.
Agent 7
Plan scenes, source or generate visuals, align with narration, add subtitles and branding, render with FFmpeg and run QA.
Agent 8
Generate and score original title and thumbnail options at YouTube dimensions; never copy competitor designs.
Agent 9
Run compliance checks, then upload, schedule and record publications through the official YouTube Data API with OAuth.
Agent 10
Retrieve authorized YouTube Analytics, compare against baselines and produce insights that feed research, strategy and packaging.
Agent 11
Reconcile costs and revenue, compute unit economics, model the $10k/month target under editable assumptions.
Agent 12
Persist workflow state, schedule steps by dependency, enforce budgets and approvals, retry, cancel and resume from checkpoints.