Case Study
How Sella Delivers Scalable Credit Risk Explanations with Prometheux
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Ontologies for Finance & Banking

From credit scoring to payment network analysis — replace fragmented data and opaque models with governed, explainable intelligence that regulators trust and AI can reason over deterministically.

The Problem

Siloed Risk & Compliance Data

Credit, KYC, AML, and counterparty data live in disconnected systems. Linking beneficial ownership, transaction flows, and exposure across entities requires weeks of manual work — if possible at all.

Slow Manual Workflows

Teams rely on Excel, custom scripts, and siloed tools to run compliance checks and credit assessments — introducing errors, delays, and audit risk at scale.

Compledx Fraud & Regulatory Scrutiny

Regulatory scrutiny is intensifying while fraud evolves faster than models can adapt. AI/ML explainability requirements and model risk management add further strain on legacy infrastructure.

The Ontology Advantage

Drive Revenue Growth

  • Match clients to products using real-time behavioural and portfolio signals — cross-sell and next-best-action at scale
  • Credit risk explanation time reduced from 17 minutes to 4 seconds — proven at Sella Bank
  • Surface the right offer at the right moment across lending, wealth, and insurance with full reasoning transparency
  • Semantic AI layer enables LLMs to reason accurately over your financial data without hallucination

Protect

  • Detect fraud rings and AML patterns across the full transaction graph — patterns no rule-based system can surface
  • Traverse complex corporate hierarchies to identify ultimate beneficial owners for KYC and sanctions compliance
  • Automate audit trails and explainable decision records to meet BCBS 239, DORA, Basel, and MiFID II requirements, etc.
  • Anticipate and mitigate risks early using predictive insights derived from unified data.

Improve Operational Efficiency

  • Straight-through processing with rule-consistent, explainable automation — reduce manual steps at scale
  • Eliminate silos between core banking, CRM, and risk platforms through a unified semantic layer
  • Generate accurate regulatory and management reports from a single governed source of truth
  • No data migration required — the Prometheux engine processes data in place on your existing infrastructure

Accelerate AI at Scale

  • Ontology-grounded context layer makes financial data usable for LLMs and agentic workflows without hallucination risk
  • Network-level counterparty exposure and stress testing — reasoning across interconnected entities at graph scale
  • Every inference is deterministic and traceable
  • Ground your AI agents in your unique business logic - not generic models - and maintain your competitive edge

Get Started in One Session

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Connect to your existing systems in seconds. Get up and running in one session with our deployed engineers. See value in days not months.
- Solutions Built for Your Specific Use Cases
Every implementation is tailored to your unique challenges. Our forward-deployed engineers collaborate with your team to build ontologies and workflows that solve your unique problems built on your competitive logic

From Our Happy Customers

SD
Senior Director
US Biotech · Rare Disease Space

Prometheux is a Trusted Knowledge and Decision Intelligence platform. Imagine being able to define concepts connected to any source and orchestrate these to solve complex business challenges. In the age of AI and LLMs, Prometheux is a critical tool to ensure decisions are made with proper context, transparency and explainability.

Marco Romei
Marco Romei
Deputy CIO · Banca Sella

Generative AI without ontologies is an engine without a road. Prometheux builds the road.

Anna Fava
Anna Fava
Former Senior Manager, Data & AI · Dompé

Prometheux is more than just technology; it is a catalyst for fact-based decision-making. The ability to query heterogeneous databases through a flexible ontology makes it possible to infer deep knowledge and automate complex tasks, delivering trustworthy insights that far exceed the capabilities of traditional systems.

HR
Head of R&D
Central Bank

With Prometheux, we achieved a speed-up of over 250% on critical tasks involving complex reasoning over knowledge graphs with hundreds of millions of nodes and billions of edges. In the financial domain, where timeliness and analytical depth are both essential, this level of performance improvement significantly enhances our ability to extract insights, manage risk, and support data-driven decision-making at scale.

Massimiliano Malin
Massimiliano Malin
Head of Credit Risk · Banca Sella

Prometheux enabled us to build a system that can access our databases, process all the client’s historical variables, and provide an intelligent, understandable explanation autonomously.

SD
Senior Director
US Biotech · Rare Disease Space

Prometheux is a Trusted Knowledge and Decision Intelligence platform. Imagine being able to define concepts connected to any source and orchestrate these to solve complex business challenges. In the age of AI and LLMs, Prometheux is a critical tool to ensure decisions are made with proper context, transparency and explainability.

Marco Romei
Marco Romei
Deputy CIO · Banca Sella

Generative AI without ontologies is an engine without a road. Prometheux builds the road.

Anna Fava
Anna Fava
Former Senior Manager, Data & AI · Dompé

Prometheux is more than just technology; it is a catalyst for fact-based decision-making. The ability to query heterogeneous databases through a flexible ontology makes it possible to infer deep knowledge and automate complex tasks, delivering trustworthy insights that far exceed the capabilities of traditional systems.

HR
Head of R&D
Central Bank

With Prometheux, we achieved a speed-up of over 250% on critical tasks involving complex reasoning over knowledge graphs with hundreds of millions of nodes and billions of edges. In the financial domain, where timeliness and analytical depth are both essential, this level of performance improvement significantly enhances our ability to extract insights, manage risk, and support data-driven decision-making at scale.

Massimiliano Malin
Massimiliano Malin
Head of Credit Risk · Banca Sella

Prometheux enabled us to build a system that can access our databases, process all the client’s historical variables, and provide an intelligent, understandable explanation autonomously.

Why Prometheux?

Ontology Native

The only data engine that makes ontologies operational

Zero Lock-In

Works across your existing infra. No migrations. No GraphDBs

Ridiculously Faster

Exponential speed gains, minutes not months

Fully Explainable

Deterministic, auditable, compliance-ready

Agent Ready

Purpose-built for deterministic agentic workflows you can trust

Full Control

Transparent by design

Get Started for Free

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Deploy on your existing infrastructure. Run workloads natively on your existing compute, entirely within your environment with our native integrations.

Resource Center

Perspectives on our customers, future of data, AI, and ontologies.

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Case Study
How Sella Delivers Scalable Credit Risk Explanations with Prometheux

Transforming credit risk analysis from 17 minutes to 5 seconds.

READ MORE

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