https://gilabs.fr/en/blog/ Field notes and method on AI transformation for SMEs, mid-caps and professional firms: AI agents, .NET integration, process automation, real-world cases. en-GB Thu, 17 Sep 2026 00:00:00 GMT https://gilabs.fr/en/blog/ce-qui-tient-en-production/ https://gilabs.fr/en/blog/ce-qui-tient-en-production/ Thu, 17 Sep 2026 00:00:00 GMT Three engineering decisions separate an AI proof of concept from a system that runs every day: human review, a correction loop, and interchangeable extraction engines. IDP Architecture Production AI transformation https://gilabs.fr/en/blog/copilot-deploye-rien-na-change/ https://gilabs.fr/en/blog/copilot-deploye-rien-na-change/ Tue, 15 Sep 2026 00:00:00 GMT Copilot speeds up the person. What a process costs is elapsed time, not hands-on time. Here is how to measure both, and why it decides your AI budget. Copilot AI transformation SME Process https://gilabs.fr/en/blog/ce-que-le-diagnostic-demande-aux-equipes/ https://gilabs.fr/en/blog/ce-que-le-diagnostic-demande-aux-equipes/ Tue, 08 Sep 2026 00:00:00 GMT What blocks an AI diagnostic is almost never the price, it is the load on the team. Here is the exact figure: three fixed milestones, a few interviews, one decision. AI transformation SME Method Diagnostic https://gilabs.fr/en/blog/industrialiser-poc-python-dotnet/ https://gilabs.fr/en/blog/industrialiser-poc-python-dotnet/ Wed, 12 Aug 2026 00:00:00 GMT A Python POC that convinces in a demo but stays stuck for six months does not need to be rewritten in C#. It needs to be exposed behind an API and brought into the rest of the estate's rules. .NET Software architecture AI transformation Python https://gilabs.fr/en/blog/diarisation-sans-reconnaissance-vocale/ https://gilabs.fr/en/blog/diarisation-sans-reconnaissance-vocale/ Mon, 10 Aug 2026 00:00:00 GMT Attributing every sentence in a meeting summary to the right person without creating biometric data. Three approaches compared, only one creates no voice fingerprint. GDPR Artificial intelligence Meetings .NET https://gilabs.fr/en/blog/pivot-capture-teams/ https://gilabs.fr/en/blog/pivot-capture-teams/ Fri, 31 Jul 2026 00:00:00 GMT A project assumed a technician would call an automated assistant to dictate a job estimate. Four very concrete obstacles showed the idea didn't hold up in the field. Artificial intelligence Microsoft Teams Field work https://gilabs.fr/en/blog/whisper-onprem-souverainete/ https://gilabs.fr/en/blog/whisper-onprem-souverainete/ Fri, 31 Jul 2026 00:00:00 GMT To produce a reliable meeting summary, a leadership team first settled a matter of principle: where do voice recordings actually go? Three options compared, one chosen. Data protection Artificial intelligence Meetings https://gilabs.fr/en/blog/rag-app-dotnet-existante/ https://gilabs.fr/en/blog/rag-app-dotnet-existante/ Tue, 28 Jul 2026 00:00:00 GMT Wiring a RAG pipeline into an existing .NET application estate is not primarily a model choice. It is a question of vector storage, document chunking, and orchestration that respects what already exists. RAG .NET Semantic Kernel Architecture https://gilabs.fr/en/blog/diagnostic-ia-30-jours-packaging/ https://gilabs.fr/en/blog/diagnostic-ia-30-jours-packaging/ Mon, 27 Jul 2026 00:00:00 GMT A fixed-scope package with three written deliverables, not an audit that stops at a report: why a packaged AI consulting offer gets decided faster than an open-ended conversation. AI Diagnostic AI Transformation SMB Offer https://gilabs.fr/en/blog/pont-dotnet-ia-recrutement/ https://gilabs.fr/en/blog/pont-dotnet-ia-recrutement/ Wed, 22 Jul 2026 00:00:00 GMT A company that hires a .NET developer and a data scientist at the same time is sending a clear signal: it does not yet know it is looking for a single person. Hiring .NET AI Transformation Existing IT estate https://gilabs.fr/en/blog/ia-propose-deterministe-dispose/ https://gilabs.fr/en/blog/ia-propose-deterministe-dispose/ Wed, 15 Jul 2026 00:00:00 GMT AI in production is not AI that decides on its own. It is AI that proposes, to a system that has the right to say no. The three-layer architecture pattern behind it. Architecture .NET AI Agents Reliability https://gilabs.fr/en/blog/socle-data-avant-ia/ https://gilabs.fr/en/blog/socle-data-avant-ia/ Fri, 10 Jul 2026 00:00:00 GMT "We want AI on our technical documentation. Where is your documentation? In binders." The data foundation comes before AI, and that is good news. Data maturity AI Transformation SMEs Diagnostic https://gilabs.fr/en/blog/concierge-dabord-code-ensuite/ https://gilabs.fr/en/blog/concierge-dabord-code-ensuite/ Wed, 08 Jul 2026 00:00:00 GMT Before writing the first line of my prospecting agent, I did the work by hand, for a long time. That step, not the code, is what actually makes the difference. Method n8n Automation Process mapping https://gilabs.fr/en/blog/outil-vs-transformation-categorie/ https://gilabs.fr/en/blog/outil-vs-transformation-categorie/ Tue, 07 Jul 2026 00:00:00 GMT An AI tool is an expense. An AI transformation is an investment. Confusing the two lenses explains most of the "it's too expensive" reactions heard at SMEs. AI Transformation ROI SMEs Pricing https://gilabs.fr/en/blog/metr-productivite-ia/ https://gilabs.fr/en/blog/metr-productivite-ia/ Thu, 02 Jul 2026 00:00:00 GMT A controlled trial with experienced developers reveals a striking gap between perception and measurement. AI's gain is neither automatic nor free: it has to be measured. Productivity ROI Measurement Research https://gilabs.fr/en/blog/usine-logicielle-ia/ https://gilabs.fr/en/blog/usine-logicielle-ia/ Wed, 01 Jul 2026 00:00:00 GMT Y Combinator's president published his method to "ship like a team of twenty." The real lesson is not in the 30 tools he shares, but in the process they run on top of. Industrialization Method Generative AI https://gilabs.fr/en/blog/objection-copilot/ https://gilabs.fr/en/blog/objection-copilot/ Wed, 24 Jun 2026 00:00:00 GMT The number-one objection from leaders running on Microsoft. Three things a Copilot license does not buy you, and the real question to ask before answering it. Microsoft Copilot AI Transformation Compliance SMEs https://gilabs.fr/en/blog/agent-n8n-prospection/ https://gilabs.fr/en/blog/agent-n8n-prospection/ Fri, 19 Jun 2026 00:00:00 GMT An n8n agent sourced, enriched and scored my prospects every morning. What it taught me best was one concrete case where a confident AI can be completely wrong. n8n Automation Generative AI Build in public https://gilabs.fr/en/blog/convention-online-ia-autonome/ https://gilabs.fr/en/blog/convention-online-ia-autonome/ Wed, 17 Jun 2026 00:00:00 GMT One pipeline requires human validation at every step. Another one runs all night with nobody watching. How to decide where to set the dial, based on the real business stakes. Automation Generative AI Architecture SEO https://gilabs.fr/en/blog/pipeline-idp-production/ https://gilabs.fr/en/blog/pipeline-idp-production/ Thu, 11 Jun 2026 00:00:00 GMT Hundreds of scanned timesheets, keyed in by hand, with no systematic check. Here is the AI pipeline I designed for an industrial group, and what actually matters in production. IDP Azure AI .NET Automation https://gilabs.fr/en/blog/certification-az2005-semantic-kernel/ https://gilabs.fr/en/blog/certification-az2005-semantic-kernel/ Mon, 08 Jun 2026 00:00:00 GMT Certified on Microsoft AZ-2005, I chose to integrate AI into existing .NET systems rather than rewrite everything in Python. The reasoning, and the Semantic Kernel pattern. Semantic Kernel .NET Azure OpenAI Certification