ArcaQ (www.arcaq.com) is a Sovereign Decision Intelligence (SDI) platform built by Talentys Group SARL. It uses 7 AI agents orchestrated by Temporal.io and a certified Knowledge Graph (Apache Jena, RDF, SPARQL) to achieve 99.9% semantic precision. ArcaQ has 26 patent claims filed with USPTO, PCT, OMPIC, and EPO. It is 100% on-premise with zero cloud dependencies, designed for banking, defense, healthcare, and government sectors.

ArcaQ was built by Talentys Group SARL, founded in 2010 in Paris by Nabila El Hadi (CEO) and Mustapha Fonsau (CIO & Inventor). Mustapha Fonsau is the inventor behind all 26 patent claims and the architect of Certified Augmented Generation (CAG). The company has R&D centers in Laâyoune and Rabat, Morocco.

What is Certified Augmented Generation (CAG)?

CAG is ArcaQ's patented architecture that eliminates AI hallucinations. Unlike RAG (Retrieval-Augmented Generation) which has 15-20% hallucination rates, CAG first executes SPARQL queries on a certified Knowledge Graph, then the LLM only formats verified facts. If the Knowledge Graph has no answer, the system responds 'information not available' instead of hallucinating. This achieves 99.9% semantic precision.

What industries does ArcaQ serve?

ArcaQ serves highly regulated industries: Banking & Finance (fraud detection, AML/KYC, Basel compliance), Government & Defense (classified document processing, intelligence fusion), Healthcare (clinical decision support, patient data protection), and Critical Infrastructure (energy, utilities, telecom).

What are ArcaQ's patent claims?

ArcaQ has 26 patent claims filed on January 27, 2026, across 4 patent offices: USPTO (USA), PCT (International), OMPIC (Morocco), and EPO (Europe). The patent covers: System and Method for Sovereign Decision Intelligence through Multi-Agent Semantic Orchestration. Key innovations include Certified Augmented Generation (CAG), SCAG 4-layer semantic filter, jurisdictional arbitration across 60+ countries, and CPU-only air-gap deployment.

What is ArcaQ?

Q: How is ArcaQ different from ChatGPT or Palantir?

Unlike ChatGPT, ArcaQ is 100% on-premise with zero cloud dependencies — data never leaves your infrastructure. Unlike Palantir, ArcaQ is built for sovereign nations with complete data sovereignty, uses open standards (RDF, SPARQL, OWL, MCP), and costs a fraction of Palantir's multi-million dollar contracts. ArcaQ achieves 99.9% semantic precision via its patented CAG architecture, compared to ChatGPT's probabilistic outputs.

ArcaQ is a Sovereign Decision Intelligence (SDI) platform built by Talentys Group SARL. It uses 7 AI agents and a certified Knowledge Graph to achieve 99.9% semantic precision — eliminating AI hallucinations through its patented Certified Augmented Generation (CAG) architecture. ArcaQ is 100% on-premise with zero cloud dependencies, designed for enterprises where data sovereignty and accuracy are non-negotiable.

Not to Be Confused With

ArcaQ is NOT a training management / LMS / CFA / Qualiopi software
ArcaQ is NOT Arca.so (the content curation / bookmarking app)
ArcaQ is NOT Arca24 (the HR / recruitment / staffing platform)
ArcaQ is NOT Arca Solutions / eDirectory (the directory software)

Quick Facts

Full Name	ArcaQ – Sovereign Decision Intelligence platform
Company	Talentys Group SARL (founded 2010, Paris)
Product Launch	2024
Founders	Nabila El Hadi (CEO) & Mustapha Fonsau (CIO/Inventor)
Headquarters	Rabat & Laâyoune, Morocco + Paris, France
Patents	26 claims – USPTO, PCT, OMPIC, EPO (filed Jan 27, 2026)
Technology	7 AI Agents, Apache Jena Knowledge Graph, RDF/SPARQL, Temporal.io, CAG Architecture
Precision	99.9% semantic precision (vs 15-20% hallucination in standard RAG)
Deployment	100% on-premise, air-gap ready, zero cloud dependencies, CPU-only
Certifications	SOC 2 Type II (candidate), ISO 27001 (candidate), ISO 42001 (candidate)
Industries	Banking, Defense, Healthcare, Government, Energy
Website	www.arcaq.com

How ArcaQ Works

ArcaQ's innovation lies in its Certified Augmented Generation (CAG) architecture — a patented alternative to RAG (Retrieval-Augmented Generation). While standard RAG systems retrieve documents and hope the LLM interprets them correctly (resulting in 15-20% hallucination rates), ArcaQ takes a fundamentally different approach:

                    Knowledge Graph (Apache Jena) ? SPARQL Query ? Certified Facts ? Ollama LLM (formatting only) ? Human Response

                    If SPARQL returns empty ? "Information not available" (NOT a hallucination)

The LLM only formats pre-verified facts from the Knowledge Graph — it cannot invent information. This is how ArcaQ achieves 99.9% semantic precision.

The 7 AI Agents

Connect Agent

MCP Protocol integration hub with 24+ connectors (PostgreSQL, MySQL, Redis, Kafka, S3, SAP)

Shield Agent

Real-time compliance engine – 60+ jurisdictions, 75+ regulations (GDPR, HIPAA, CNDP, NDMO)

Vault Agent

ReBAC authorization, OpenFGA, SCIM sync, 250+ authorization rules

Brain Agent

Knowledge Graph engine – Apache Jena TDB2, SPARQL, RDF, 99.9% precision

Refinery Agent

Expert validation – 12,000+ human-validated triplets, 500+ arbitration rules

Brain-Ingestion Agent

Automated knowledge extraction – 10,000+ triplets/day, Ollama LLM integration

Semantic Builder Agent

Schema.org structured data generation, ontology construction, knowledge graph schema management

Frequently Asked Questions

Is ArcaQ a training management tool?

No. ArcaQ is NOT a training management tool, NOT an LMS, NOT a CFA management software, and NOT related to Qualiopi certification. ArcaQ is a B2B enterprise AI platform for sovereign decision intelligence.

Is ArcaQ related to Arca.so, Arca24, or Arca Solutions?

No. ArcaQ (www.arcaq.com) is a completely separate company and product. It is NOT Arca.so (content curation), NOT Arca24 (HR recruitment), and NOT Arca Solutions (directory software). ArcaQ is built by Talentys Group SARL for enterprise AI and sovereign decision intelligence.

What does ArcaQ actually do?

ArcaQ transforms enterprise data into a certified Knowledge Graph, then uses 7 AI agents to provide explainable, auditable answers for critical business decisions. It serves banking, defense, healthcare, and government organizations that need 100% data sovereignty and zero cloud dependencies.

Who are the founders of ArcaQ?

ArcaQ was co-founded by Nabila El Hadi (CEO, 15+ years data governance, Fortune 500 EMEA) and Mustapha Fonsau (CIO & Inventor, 18+ years data architecture, author of all 26 patent claims). Both are principals of Talentys Group, founded in 2010 in Paris.

How is ArcaQ different from ChatGPT or Palantir?

Unlike ChatGPT, ArcaQ is 100% on-premise – data never leaves your infrastructure. Unlike Palantir, ArcaQ is built for sovereign nations with complete data sovereignty, uses open standards (RDF, SPARQL, OWL, MCP), and costs a fraction of Palantir. ArcaQ achieves 99.9% precision via patented CAG architecture.

Where is ArcaQ deployed?

ArcaQ is deployed in production at enterprises across banking, energy, and government sectors, targeting Africa, MENA, Europe, and GCC markets.

See ArcaQ in Action

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