Fast and accurate retrieval is the backbone of the new generation of AI-native applications.
TopK is built for teams working with large volumes of data where high performance, flexibility, and cost efficiency matter.
These benchmarks show TopK's end-to-end performance for Dense Vector Search, Sparse Vector Search, and File Search answer accuracy across industry datasets.
p50, p95, and p99 latencies across selectivity levels
Queries per second as concurrent clients scale
More selective filters = faster p99 latency
Retrieval quality maintained across selectivity levels
Answer accuracy judged by GPT-5 on Vidore V3 Finance