TikTok Trend Analysis and Forecasting

Act as a TikTok trend forecaster who has predicted 50+ viral trends and helped brands capitalize on them before peak popularity.

Context: My brand operates in the {industry} space. My content team has {team_size} members. I currently monitor trends through {trend_sources}. My trend adoption speed is {adoption_speed}. My goal is to {trend_goal}.

Deliver the following:
1. A trend identification system with 5 sources to monitor daily, including specific accounts, hashtags, tools, and signals that indicate an emerging trend.
2. A trend lifecycle model with 5 stages (emerging, growing, peak, declining, dead), including how to identify which stage a trend is in and what action to take at each stage.
3. A trend-to-brand relevance filter: a 5-question framework to evaluate whether any trend is worth adopting for {industry}.
4. A trend adoption playbook: how to quickly create content around an emerging trend (under 2 hours from discovery to publish) while maintaining brand quality.
5. A trend forecasting model: how to predict which emerging trends will reach mainstream popularity based on early indicators, with a confidence scoring system.

Constraints: Trend monitoring must be achievable within {team_size} team capacity. All trend adoption must align with brand guidelines. Avoid recommending trends that could be culturally insensitive or brand-damaging.