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AI can't read an investor deck AI as an attorney? Student uses ChatGPT, Gemini to sue UW over alleged racial discrimination Hacking MCP Servers in AI Systems – The Rug Pull: Tool Changes After Approval GitHub - MeepCastana/KubeezCut: Free Web based video editor GitHub - GenAI-Gurus/awesome-eu-ai-act: Curated tools, official sources, OSS, templates, and guides for EU AI Act compliance. Can AI judge journalism? A Thiel-backed startup says yes, even if it risks chilling whistleblowers Coming soon: 10 Things That Matter in AI Right Now DARPA built an AI to fact-check enemy weapons claims What explains heterogeneity in AI adoption? When AI Meets Muscle: Context-Aware Electrical Stimulation Promises a New Way to Guide Human Movements - Department of Computer Science AI Changed How We Build. It Did Not Change What Matters. Linux rules on using AI-generated code - Copilot is OK, but humans must take 'full responsibility for the… Meta spins up AI version of Mark Zuckerberg to engage with employees Code Mode: Let Your AI Write Programs, Not Just Call Tools | TanStack Blog GitHub - Delavalom/graft: Go framework for building AI agents. Type-safe tools, multi-provider (OpenAI, Anthropic, Gemini, Bedrock), zero vendor SDKs. India's TCS tops estimates, says new AI models did not dent services demand Gen Z's fading AI hype Strong feeling: we are in a folded AI reality GitHub - machinarii/total-recall-catalog: A reference catalog of latest knowledge retrieval, memory & RAG systems GitHub - mensfeld/code-on-incus: Give each AI agent its own isolated machine with root, Docker, and systemd. Active defense detects and stops threats automatically.. 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MSN GitHub - visionscaper/collabmem: Enabling long-term collaboration with Agentic AI - building up episodic and world model memory over time with in-context awareness We gave an AI a 3 year retail lease in SF and asked it to make a profit | Andon Labs AI Code is Hollowing Out Open Source, and Maintainers are Looking the Other Way What leaked "SteamGPT" files could mean for the PC gaming platform's use of AI AI is the boss at this retail store. What could go wrong? GitHub - Wuzu11517/agentic-proxy: Local proxy meant to help reduce With Drones, Geophysics and ArtificiaI Intelligence, Researchers Prepare to Do Battle Against Land Mines A Single Operator, Two AI Platforms, Nine Government Agencies: The Full Technical Report 在 Steam 上购买 FriedrichAI: Offline AI 立省 10% GitHub - inevolin/resume-cli: Hit Claude usage limits? Resume any AI coding session elsewhere. Switch tools at zero friction. GitHub - atripati/ark: AI Runtime Kernel — a context operating system for AI agents. Eliminates tool bloat, loads only what’s needed, and gives LLMs their reasoning space back. How to Build a Secure AI PR Reviewer with Claude, GitHub Actions, and JavaScript This Startup Wants You to Pay Up to Talk With AI Versions of Human Experts Intel Arc Pro B70 Brings 32GB VRAM to Local AI for $949 WordPress 7.0: The Good, the AI, and the Still Missing AI on the couch: Anthropic gives Claude 20 hours of psychiatry IatroBench: Pre-Registered Evidence of Iatrogenic Harm from AI Safety Measures AI Agents Know About Supabase. They Don't Always Use It Right. The history and future of AI at Google, with Sundar Pichai Inside an AI‑enabled device code phishing campaign How Meta Used AI to Map Tribal Knowledge in Large-Scale Data Pipelines AI for Systems: Using LLMs to Optimize Database Query Execution Forecasting the Economic Effects of AI Introducing Tinker: Play with AI, bring your ideas to life AI sheds light on an ancient gaming mystery People really hate AI but not as much as Iran—or Democrats | Fortune What is an AI Product Engineer? Phoebe Gates wants her $185 million AI startup to succeed with 'no ties to my privilege or my last name': 'I have a chip on my shoulder' | Fortune
Prometheux | Ontology for Data & AI
kukimonstale · 2026-05-14 · via Hacker News - Newest: "AI"

Build operational ontologies that process data anywhere it lives. Run your most critical processes on AI built on your business logic.

Connects to Anything  |  Runs Anywhere  |  Ridiculously Faster

Meet the Prometheux Data Processing Engine

Define
Build Ontologies Across Fragmented Data



Define the key business concepts in your organization and the rules that govern them. No GraphDBs, no OWL/RDF, no expensive black-box consulting. Connect any data source to your ontology in one click, Excel, SQL, NoSQL, graph, object storage, without migrations or complex pipelines.

READ MORE

Process
Use the Ontology Engine to Automate Workflows


Process data anywhere it lives, read and write to any source, run graph analytics on your existing stack without GraphDBs, and deploy on any cloud with one click. Exponentially faster than PySpark with no vendor lock-in, migrate data and compute across clouds without complex pipelines.

READ MORE

Power AI
Data Both Humans and AI Can Work With

Connect agents via APIs or MCP for deterministic data processing with full audit trails at row, column, and value level. Fragmented data becomes shared operational context—humans and AI get the same explainable, repeatable results.

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From Our Happy Customers

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

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

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

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

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.

How the Architecture Works

Prometheux connects your data sources, processes through ontologies, and powers intelligent applications, from analytics to agentic and human workflows.

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Applications Layer



Build agentic workflows connected to your ontology via APIs and MCP, building intelligent automation on explainable intelligence.

Ontology Engine

Use the ontology to process data across fragmented sources, with full lineage and provenance.

Data & Compute Foundation

Connect any database (S3, PostgreSQL, MongoDB, Unity Catalog, Horizon, and more) and deploy on any cloud (EKS, GKE, AKS, Snowpark, and more), no migrations required.

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

Purpose Built for Your Industry

Finance & Banking

Use ontologies to uncover ownership networks, detect fraud rings, and score risk across fragmented financial systems, with full audit trails regulators trust.

Learn More

Pharma & Life
Sciences

Unify clinical trials, research, and patient data for drug discovery, commercial effectiveness, patient outcomes, and more, with value-level lineage for regulatory.

Learn More

Manufacturing & Operations

Build digital twins that monitor assets, analyze failures, trace root causes, and optimize supply chains across plants and IoT systems.

Learn More

Retail

Connect customer behavior, inventory, and supply chain data for personalized recommendations, demand forecasting, and fraud detection with full explainability.

Learn More

Telecoms

Optimize network performance, detect fraud patterns, and enhance customer experience by connecting subscriber data, network telemetry, and service usage across systems, building a digital twin of your organization.

Learn More

Insurance

Accelerate claims processing, detect fraud rings, and assess risk with connected intelligence across policies, claims, and external data, with audit-ready lineage.

Learn More

Get Started for Free

Power Up Your Stack in 1 Click.

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.

VISIT CENTER

Case Study

How Retailers Boost Revenue with PX-Powered Personalized Recommendations

Driving measurable uplift through intelligent, real-time product recommendations.

READ MORE

Blog

Completing the AI Stack with Business Ontologies

Prometheux brings ontology-based data processing directly on Snowflake.

READ MORE

Case Study

How Sella Delivers Scalable Credit Risk Explanations with Prometheux

Transforming credit risk analysis from 17 minutes to 5 seconds.

READ MORE

Now you can think
with your data.

Build Operational Ontologies.

Processes data 
anywhere it lives.

Unlock knowledge for 
humans & AI to trust.