AI opportunities

Learning-to-rank from engagement signals

Training a ranking model on click, dwell-time, and explicit feedback signals rather than a static relevance formula.

Technique

Gradient-boosted or linear learning-to-rank model over logged interaction features.

Open source tool

LightGBM/XGBoost ranking objectives; Elasticsearch/OpenSearch learning-to-rank plugins