Advisory • Knowledge engineering • AI tools

See beyond connections.

“Anticipate and understand the shifts of a changing world.”

Meta‑Connexions helps organisations make sense of complex, high‑volume data and turn weak signals into confident decisions. We design and build pragmatic, explainable tools — from knowledge graphs to intelligent agents — to support innovation in science and business.

Core capabilities

  • Innovation project development & strategic due diligence
  • Knowledge engineering & data architecture (ontologies, graphs)
  • AI & data‑analysis tools (from prototype to production)
  • Decision‑support systems & intelligent agents
  • Research & studies for atypical or complex projects

What we do

Tailored, self‑contained solutions that are fast to operate and easy to maintain.

Knowledge Engineering

Designing data models and semantic layers that reflect how your business thinks.

  • Ontologies & taxonomies
  • Knowledge graphs & entity resolution
  • Traceability and provenance by design

AI & Analytics

From signal detection to decision support with auditable methods.

  • Weak‑signal detection & trend analysis
  • Explainable models, not black boxes
  • Lean prototypes that scale when needed

Agents & Tools

Human‑in‑the‑loop tools to augment analysis and operations.

  • Intelligent agents for monitoring & curation
  • Dashboards & lightweight data apps
  • APIs and integration with your stack

Approach

Flexible, transparent, and collaborative.

How we work

  • Full visibility on work‑in‑progress and scope that adapts as we learn.
  • Co‑design with your domain experts; short feedback cycles.
  • Preference for simple, robust, self‑contained solutions.
  • Documentation and knowledge transfer baked in.

Academic & expert network

When needed, we connect your project to specialists from research labs:

  • IRIT (Toulouse) & LIP6 (Paris): computer science & AI
  • CLLE‑LTC: cognitive psychology, language & ergonomics
  • GREMAQ (UT1 Capitole): quantitative methods

These collaborations are activated on demand to accelerate specific questions.

Selected clients & use‑cases

CNES (French Space Agency)

Long‑term data consultancy: methods, tooling and analysis for complex datasets.

Orange (Telecom Operator)

Knowledge tools and monitoring components for web administrators and users.

Public bodies & SMEs

Decision support, innovation studies, and data architectures tailored to constraints.

Founder

Michaël Vaillant — Founder of Meta-Connexions

Meta-Connexions was founded in 2006 by consultant-researcher Michaël Vaillant.

Michaël builds bridges between research and practice. He specialises in pragmatic, explainable AI and knowledge engineering to support decision-making in complex environments. Over nearly two decades advising programmes at the French Space Agency (CNES), he has designed data architectures, investigation workflows, and public-facing research platforms. He founded Meta-Connexions to help organisations turn high-volume, heterogeneous data into clear, actionable intelligence.

Beyond delivery, he emphasises auditable methods and human-in-the-loop tools that are fast to operate and easy to maintain. Michaël has co-authored peer-reviewed studies in quantitative methods and earth-science topics, and regularly contributes to projects at the frontier between research and operations. He operates either as a hands-on independent consultant or by assembling ad-hoc expert teams.

  • 20+ years crafting data methods & tools, from investigations to production systems
  • Bias toward simplicity, speed, and self-contained solutions
  • Operates solo or assembles ad-hoc expert teams as needed