1. 真实付费任务 → Demand Feature
We collect tasks from compliant sources, generate summaries, remove PII, and cluster similar tasks into demand features. Source text is never reproduced in full; pages retain summaries and outbound source links.
IDEA MINER
从付费任务到可验证的机会
这是一个可追溯的方法流程，不是对商业结果的承诺。
2. 趋势榜
FeatureStat records mention count, median budget, trend percentage, and regional breakdown. The trend board supports tech-stack, category, region, and time-window filters.
3. 机会评分
OpportunityAssessment stores heat, momentum, competition, risk, and a risk list. V1 uses heat 35%, momentum 25%, inverted competition 25%, and inverted risk 15%; it is a research-ranking tool, not a guarantee.
4. 批处理研究管线
Development briefs, competition assessments, and opportunity risks are generated per cluster in batches by management commands and systemd timers, not by per-click LLM calls.
5. 实时验证
You can start evidence-bound real-time reports on the validation and comparison pages. Both actions use tokens; see 定价。
6. 权限与可信度
Public pages provide summaries only. Unauthorized visitors never receive Pro body content: the detail view separates development_brief_verdict from development_brief and passes the latter only to entitled users.