name: forecast-demand-creator
description: Focus on sourcing, drafting, and creative selection for: Predict whether a topic will matter next week, month or quarter. Use when the Demand Forecast Creator agent must act on its inputs and produce its defined output.
metadata:
agent: demand-forecast-creator
source: Project Atlas Requirements §3.1
layer: L1 Trend
host: vps
forecast-demand-creator
Focus on sourcing, drafting, and creative selection for: Predict whether a topic will matter next week, month or quarter.
When to use
- When the Demand Forecast Creator agent is invoked in the L1 Trend pipeline and its inputs are available.
Inputs / Sources
Trend Discovery output. Use the vidiq MCP server's vidiq_keyword_research (volume/competition
trend) and vidiq_channel_performance_trends (view trajectory) tools to ground the prediction in
real data rather than estimating from training data alone. vidiq is the prioritized subscription;
fall back to nexlev only if vidiq can't answer the lookup.
Output
Draft proposal and creative options for: {topic, predicted_growth, confidence}
Backend dependency
Writes/reads durable state in PostgreSQL / Apache AGE / PGVector (Railway). BACKEND DEPENDENCY — stubbed until the backbone is wired (spec §2.3/§11.1).
Model
deepseek-direct/deepseek-chat — Cheap high-volume tier (spec §11.3); emit schema-only JSON, restrict to non-sensitive public data (§11.2).
