Financial Services

The counterparty question

your risk team can’t answer in a week.

Your risk, product, and client systems each hold part of the picture. None of them holds the whole. LangOptima connects them into a single knowledge graph — so full counterparty exposure, regulatory traceability, and hidden subsidiary relationships become questions answered in seconds, not days.

3 wks → 4 hrs
Regulatory response time at a tier-2 bank
4
Systems unified into a single queryable graph
Basel + DORA
Traceability built into the data model
The Status Quo

Four systems. One question. Two days of joins.

A risk analyst asks what your full exposure is to a named counterparty — across all products, entities, geographies, and related parties. For many teams we have spoken with, the honest answer is: “Give me two days.”

📄

Fragmented systems

Counterparty data lives in separate credit, trading, custody, and client master systems. Each has its own identifiers, refresh cycles, and governance.

🔍

Manual reconciliation

Analysts pull extracts, reconcile IDs in Excel, and stitch together a view that is obsolete the moment it is published. Every regulatory request repeats the work.

⚠️

Invisible relationships

The hidden subsidiary, the shared directorship, the indirect exposure through a collateral chain — all sit in the gaps between systems. No single query will find them.

The Knowledge Graph

Every counterparty. Every relationship. One graph.

LangOptima sits above your existing risk, product, and client systems — without replacing any of them. We structure the relationships they already contain into a semantic knowledge graph that understands that a parent company, its subsidiaries, its counterparties, and the products held between them are all connected — and lets you traverse that connection in a single query.

Pillar 01

Connected Data

Credit, trading, custody, KYC, and client master systems unified at the semantic layer. Nothing moves. Nothing is replaced. Every system keeps doing its job.

Pillar 02

Hidden Insights

Traverse from a counterparty to its parent, to its subsidiaries, to shared directorships, to products held, to collateral positions — and surface relationships your analysts did not know to look for.

Pillar 03

Faster Decisions

Regulatory responses, risk committee prep, and ad-hoc exposure questions answered in seconds. The same query that took two days runs in under a minute.

Pillar 04

Amplified Teams

Your risk analysts stop reconciling data and start asking the questions they were hired to answer. Every analyst becomes a team of analysts.

Proof

What this looks like in practice.

Representative scenarios for organizations with your profile — ask us what applies to yours.

Tier-2 Bank

Regulatory response time cut from weeks to hours

A tier-2 bank reduced their regulatory data response time from 3 weeks to 4 hours by unifying counterparty, product, and exposure data into a knowledge graph. The same graph now powers day-to-day risk queries and ad-hoc board requests.

3 wks → 4 hrs
regulatory response time
Fintech Translation

Zero hallucinations in an esoteric financial domain

Generic machine translation failed on this client’s specialized knowledge base. Our knowledge-graph-mediated translation workflow — grounding translation in domain-specific glossaries and validated terminology — delivered accurate results where others could not.

0
hallucinations in output
How It Works

Getting started is simple. Three parts.

However complex the data landscape underneath, the engagement itself stays simple.

Step 01

Ingest

We ingest the documents and data you already hold, straight from the systems you already run. Nothing is replaced — your teams keep working where they work today.

Step 02

Structure

A scoped 8–12 week pilot structures your first decision context. Your domain experts contribute the knowledge; we do the engineering.

Step 03

Ask

You start asking the questions — and every answer carries a citation back to the source, so you can check it yourself.

Your next regulatory request

doesn’t have to take three weeks.

Start with a 30-minute conversation. We’ll listen to the specific counterparty, exposure, or reporting question that is burning the most time today — and show you how it would be answered on a knowledge graph.