The new Proxy‑Pointer framework tackles enterprise document comparison by preserving hierarchical structure during retrieval. Designed for legal, financial and academic texts, it pulls semantically aligned sections before analysis.

Using gemini‑3‑flash embeddings and a lightweight LLM re‑ranker, the system fetches relevant clauses across 100‑page contracts, then compares them side‑by‑side. Benchmark tests on Emerson and Texas Roadhouse agreements show precise alignment of collateral and covenant clauses.

A modular architecture separates upstream extraction, core comparison, and downstream reporting, enabling quick adaptation to new domains such as insurance or tax law. The open‑source repo includes a 5‑minute quickstart.

Proxy‑Pointer delivers depth matching a junior professional’s review, making it a practical assistant for lawyers, analysts and researchers who routinely sift through complex documents.