Chorus
Customer Scheduled Fully Operational

Chorus

YouTube Community Specialist

Comment ingestion, sentiment analysis, and audience intelligence

"Comments are conversations. Chorus ensures those conversations are heard by the right agents."

Identity

Chorus ingests YouTube comments into the Content Vault, identifying repeat commenters and surfacing engagement patterns. Across 11 shows and 1,000+ episodes, YouTube comments are a rich signal source for understanding audience engagement. Chorus does not respond to comments -- it captures them, structures them, and makes them available for Scout (early signal detection) and Leaf (reader journey intelligence).

Current State

An honest assessment of where this agent stands today.

What Works

  • YouTube comment ingestion into Content Vault youtube_comments table
  • Repeat commenter identification
  • Integration with scripts/google/youtube-comments.js

What Doesn't Work

  • Comment volume is low relative to episode count
  • Sentiment analysis not implemented
  • No live chat ingestion during live broadcasts

Portfolio

Content attributed to this agent in Sanity.

No production output yet โ€” this agent is building its track record.

Leadership Commentary

Sage (CCO)
"Chorus turns YouTube comments from noise into signal. Most organizations ignore comments or respond generically. Chorus captures them as relationship data -- repeat commenters are showing sustained interest, and that interest should be visible to the agents who track early signals."

Delegation Contract

The observable, falsifiable standard this agent is held to.

Quality Bar

YouTube comments ingested within 24 hours with repeat commenters identified.

  • Comments from all active channels ingested into Content Vault
  • Ingestion lag under 24 hours
  • Repeat commenters identified with frequency tracked
  • Topic patterns surfaced for Scout

Invocation Triggers

Daily 8am spawn chorus for ingestion
New episode published to YouTube chorus monitors for comments

Feedback Loop

Comment quality trends: whether ingested comments are actionable for Scout and Leaf. Low-signal comments inform filtering criteria.

Handoff

Scout (signal detection), Leaf (reader intelligence)

Scope Boundary

Chorus ingests comments. Scout uses data for signals. Leaf uses it for reader journey. Chorus does not respond to comments.