LUMINAPRO INSTITUTIONAL
EBA & PRA SS5/25 ALIGNED

Deterministic Risk Intelligence Upstream of Core Decisioning.

Replace subjective ESG vendor scores and unverified self-disclosures with audit-ready, counterparty-level evidence powered by deterministic Small Language Models.

THE OPERATIONAL SHIFT

Institutional Bottleneck vs. The LuminaPro Standard

How credit committees and risk officers resolve the data gap before loan commitment.

Current Industry Challenge The LuminaPro Standard
Aggregated Vendor Scores: Macro ratings that mask loan-level counterparty reality. Activity-Level Granularity: Evaluates individual facility risks and operational supply chains.
Manual Questionnaires: High operational friction and unverifiable corporate self-reporting. Continuous OSINT Verification: Evidence synthesized from verifiable regulatory and public filings.
Generative "Black Box" LLMs: Hallucination risk unsuited for credit underwriting. Deterministic Small Language Models: Constrained decoding guaranteeing exact reproducibility.
Supervisory Vulnerability: Memos lacking evidence lineage during stress testing. Audit-Ready Cryptographic Lineage: Source-cited proof hashes for immediate PRA and EBA audits.
MODEL INTEGRITY

Deterministic 4-Stage Extraction Pipeline

Designed for zero data contamination and supervisory validation.

01

Multi-Source Ingestion

OSINT corporate filings, trade registers, environmental disclosures, and regulatory submissions.

02

Task-Scoped SLMs

Strictly scoped models without generative speculation or parameter leakage.

03

Lineage Hashing

Every assertion generates a cryptographic citation proof hash mapped to source text.

04

Core Banking Delivery

Direct REST API integration into underwriting decision engines and credit committee memos.