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Businesses: how to choose an expert, sovereign AI?

Productivity gains are a given; they no longer set offers apart. Choosing an artificial intelligence now involves three governance issues: evidence, sovereignty and ownership of what the machine learns.

By Olivier Guillo, founder of Optivalue.ai

Evidence

An answer that commits you must be traced back to its source — document, page, version — and must know to stay silent when it does not know.

Sovereignty

It is not just a matter of where the servers are: data, processing and models must all stay under control.

Ownership

A pooled model learns for all its users, competitors included. The question is who benefits from that learning.

Published by GPO Magazine Solutions Numériques & Cybersécurité IA News Souveraineté IT

Emerging Tech: AI Vendor Race — DSM Provider Trends Reveal Real Differentiators for Market Dominance

Smart Global Governance — offers customers a completely private instance or on-premises deployments, so data and context are never shared or pooled.

Excerpt quoted for information purposes. The full report is the property of Gartner, Inc. and remains available on its website, subject to its terms of use. Gartner research represents the opinions of its authors and does not constitute a recommendation.

Emerging Tech: AI Vendor Race — Tech Innovators in Domain-Specific Models for Regulatory Compliance

Optivalue.ai — Multiple DSMs fine-tuned for governance, risk, and compliance (GRC) domains, pretrained on cybersecurity frameworks.

Excerpt quoted for information purposes. The full report is the property of Gartner, Inc. and remains available on its website, subject to its terms of use. Gartner research represents the opinions of its authors and does not constitute a recommendation.

Emerging Tech: AI Vendor Race — The Future of Domain-Specific Models

Optivalue.AI is among the specialised model providers listed, with 89 DSMs covering areas including ESG reporting, finance, security and human resources.

Excerpt quoted for information purposes. The full report is the property of Gartner, Inc. and remains available on its website, subject to its terms of use. Gartner research represents the opinions of its authors and does not constitute a recommendation.

IDC MarketScape: Worldwide Governance, Risk, and Compliance Software Vendor Assessment, 2025

Optivalue.ai is among the 19 players in the global GRC market that were assessed and profiled.

Study cited for information purposes. The full report is the property of International Data Corporation and remains available on its website, subject to its terms of use.

IDC ProductScape: Worldwide Data Privacy Compliance Software, 2025

The solution is covered among the 12 products assessed.

Study cited for information purposes. The full report is the property of International Data Corporation and remains available on its website, subject to its terms of use.

IDC MarketScape: Worldwide Data Privacy Compliance Software 2023 Vendor Assessment

Optivalue.ai, then Smart Global Governance, is positioned in the “Major Players” category.

Study cited for information purposes. The full report is the property of International Data Corporation and remains available on its website, subject to its terms of use.