Insights.
Concrete field notes — AI applied to the web, SEO & GEO, critical systems. No generalities: what was built, measured and verified.
One site, one forum, one shop, one account: bringing them together without rebuilding
PRV Concept’s website, phpBB forum and WooCommerce shop brought together without migration: one look, one account held by the forum, and proof required rather than an email address.
Read the article →From terabytes to megabytes: monitoring is a discipline before it is a budget
Dynatrace and ELK at a large insurance company, a cron job and a dashboard on a small-business site: a factor of a million in volume, the same four questions — and what AI really brings.
Read the article →Building your website with AI in a weekend: we took the promise at its word
The vibe-coding promise tested on nsy.fr: V1 in 4 evenings, then nearly 140 hours of piloting measured action by action. The 10/90 rule — and why AI is mostly about going further.
Read the article →Wiring an AI chatbot into a forum: web 1.0 as a knowledge base
Years of enthusiast discussions sleep inside forums. How the PRV Concept chatbot queries the phpBB database directly — and the anti-hallucination guardrails that make the difference.
Read the article →SEO vs GEO: getting cited by ChatGPT, Claude and Perplexity
Ranking on Google is no longer enough: AI assistants pick their sources differently. How a site becomes a cited source — with the setup deployed on nsy.fr and the first crawler visits observed.
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