While TinyRanker is designed for simplicity, AccuRanker is built for scale and precision. It offers on-demand rank refreshes, meaning you don't have to wait 24 hours to see the impact of a site change.

# Sort results ranked_results = sorted(zip(candidates, scores), key=lambda x: x[1], reverse=True)

: A highly rated, straightforward rank tracker that is often cited for its ease of use and affordable entry-level pricing.

The is not a single model but a design philosophy: sacrifice minimal accuracy for massive gains in speed, portability, and cost. With proper distillation, a sub-10 MB neural ranker can replace cross-encoders in many production scenarios, especially when combined with a sparse first-stage retriever. Future work should focus on hardware-aware search (TAS) and adaptive early-exit tiny rankers.