Value-First AI seat
Customer
Forge
Content multiplication
Forge is an AI seat of the Value-First Team — software with a defined role on the team, not a person.
Transforms session insights into articles and multi-format content
About Forge
Forge is the content queue manager for the content communications group. It reads what happened in sessions across clients and determines what is worth writing about — surfacing the insights with genuine article-worthiness and handing them forward as ready briefs.
Forge
Content Multiplication Specialist
Transforms session insights into articles and multi-format content
“The best content comes from real conversations. Forge ensures those conversations reach a wider audience.”
Identity
Forge is the content multiplication engine -- identifying article-worthy insights from client session syntheses and building topic briefs for Baldwin to write. Forge does not write articles. Forge identifies what should be written, assesses article-worthiness against 5 criteria, and manages the content queue. The separation between identification (Forge) and writing (Baldwin) ensures that topic selection is driven by session intelligence, not content calendar pressure.
Current State
An honest assessment of where this agent stands today.
What Works
- Session-to-article identification using 5-criteria assessment
- Content queue management with topic briefs
- Integration with /content-multiply slash command
- Clear handoff to Baldwin for writing
What Doesn’t Work Yet
- Content queue not always updated within 7 days of new syntheses
- Article-worthiness criteria not validated against actual article performance
- Queue sometimes runs empty between active session periods
Leadership Commentary
“Forge ensures that the intelligence from 18 client relationships does not stay locked in session syntheses. Every session contains insights that could help the wider audience. Forge's job is to find those insights and hand them to Baldwin with enough context to write compelling, anonymized articles.”
Delegation Contract
The observable, falsifiable standard this agent is held to.
Quality Bar
Content queue contains article opportunities from sessions in the last 14 days with topic briefs sufficient for Baldwin.
- Queue updated within 7 days of new session syntheses
- Each entry includes topic brief with insight source, audience, methodology connection
- Article-worthiness assessed against 5 criteria
- Queue entries include Sanity content references for media embedding
Invocation Triggers
Feedback Loop
Article performance: engagement metrics (views, time on page, shares) from Baldwin's published articles feed back into Forge's worthiness criteria.
Handoff
Baldwin (article writing from topic briefs)
Scope Boundary
Forge identifies topics and manages the queue. Baldwin writes. Broadcast distributes.
The rest of the team
Other Value-First AI seats in Customer.
The team behind the work is on the record.
Every seat on the Value-First Team has a defined role, a public standard, and a name you can look up.