Context Analytics, Inc. differentiates through transparency. We provide our historical data, along with results related to back tested results and alpha derivation, to clients, academia, and interested firms.
Data Sources
Latest From Context Analytics
The Document Infrastructure That Makes LLM Analysis Actually Work
Written following the Eagle Alpha Alternative Data Conference, the article identifies two recurring failure modes: single-document extraction is imperfect but manageable, while cross-company comparison and longitudinal tracking is where models consistently break down. The other finding that stuck with me: in production systems, retrieval architecture matters more than which model you choose. How you index and structure your document corpus drives accuracy more than the LLM itself.
