Building the opportunity scoring system

Context Seek needs to separate public evidence from its own interpretation.

What changed The original source, exact excerpt and platform context stay visible. Signal, relevance and next action are clearly presented as analysis.

Why it matters Customer discovery depends on context. A score without evidence is a black box.

Current limitations Classification can still be wrong, recency can reduce actionability and a strong problem match does not guarantee purchase intent.

What comes next Tighter filtering, clearer uncertainty, saved opportunities and stronger product-profile feedback.