Structure, explore, monitor, decide: four building blocks connected on a single graph, turning scattered data into reliable decisions.
We build Graphicient with the teams who use it, from Toulouse.
What we learn in the field, and answers to the questions we get asked most often.
Discover the latest analyses, use cases and more.
Business modeling, enterprise AI reliability, project takeaways: articles written by the people building the platform.
Supply chain
October 27, 2026
Impact analysis: when a plant burns, know in seconds what is affected
Supply chain impact analysis: by traversing your data graph, identify in seconds the products threatened by a plant shutdown and the sites able to take over.
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Artificial intelligence
October 14, 2026
When the model becomes the ceiling: from 87% to 98% correct answers
Four months of work on the ontology, the semantic layer and the agentic harness took us to 87% correct answers on a major carmaker's bill of materials. By changing only the model, we reached 98%, three times faster.
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Procurement
October 14, 2026
Consolidation out of reach: how a fragmented BoM strips away your negotiating leverage
A BoM split across PLM, ERP and contracts hides the volumes you could pool. How a knowledge graph makes spend consolidation possible.
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Partnership
October 7, 2026
Graphicient Announces Technology Partnership with Neo4j to Bring Trusted, Explainable AI to Industrial Environments
Graphicient’s Industrial Knowledge & Compliance Engine, built on Neo4j, helps aerospace, automotive, energy and manufacturing organizations structure engineering knowledge, govern AI systems and prepare for growing regulatory requirements.
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Ontology
October 5, 2026
Ontology: why start with meaning before data
The data already exists; what's missing is agreement on what it means. Five reasons to start with an ontology.
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Knowledge graph
October 1, 2026
Context inheritance: never copy millions of records again
Create variants of a context without duplicating the parent's data, and keep a single source of truth.
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Ontology
August 18, 2026
Governing an ontology at Graphicient
Building and evolving an ontology sustainably, without ever losing control.
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Artificial Intelligence
August 28, 2026
Graphicient: trustworthy AI that doesn't monitor your employees
How Graphicient gives companies the means to configure guardrails against individual employee profiling.
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BoM
August 3, 2026
Multi-plant management: why your KPIs aren't comparable
A real experience at a manufacturer — and why it isn't a reporting problem.
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Knowledge graph
July 21, 2026
Augmented ontology: the shared language between your data, your teams and your AI
Your data is full of answers. The problem isn't its volume, it's the lack of a shared language.
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BoM
July 17, 2026
Industrial digital twin: blind without a reliable BoM
The digital twin is billed as the holy grail of Industry 4.0. Without a reliable BOM, it sees nothing.
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Artificial intelligence
July 2, 2026
GDPR, sovereign hosting: what compliance for industrial AI?
What a CISO or legal lead actually checks before approving an AI tool.
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Data governance
Business teams need to take back control of their data — the knowledge graph is the key
Data belongs to those who understand it.
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Knowledge graph
Product knowledge graph: structuring semantics where SQL falls short
Your product catalog probably looks like a list of columns.
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BoM
Fragmented BoM: the hidden cost your IT department doesn't see
Your IT department manages critical systems, runs transformation projects — and doesn't see this cost.
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Ontology
When the ontology becomes your best business copilot
Today, most companies are swimming in an ocean of data.
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Business data
Why do teams lose 30% of their time searching for data?
In large companies, more time is spent searching than deciding.
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Ontology
Why don't your industrial KPIs really help you run your business?
You have KPIs. But do they actually guide your decisions?
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Supply chain
The 3 blind spots that can stall your supply chain
Your supply chain looks under control. Until it isn't.
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Shadow IT
Shadow IT: how to reduce it by empowering business teams
Shadow IT refers to the use of tools and files outside the IT department's scope.
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Data & Knowledge Architecture
Industrial data: why your data lake is no longer enough
You've centralized your data. Now what? Storing isn't understanding.
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Ontology
Why your BoM is already holding back your industrial performance
In most industrial groups, product data and the BoM live apart.
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Artificial intelligence
The pitfalls of AI: why you're going to fail
AI offers immense potential, yet many projects fail.
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