A day testing Mistral AI: Vibe, GLM, Shieldstral and the actual cost
A field report on Mistral Vibe, GLM 5.3, Shieldstral, OCR 4.1 and Medium 3.5: observed results, limitations and costs for business AI decisions.
Experience reports, tutorials and thoughts on AI, n8n, automation and self-hosting.
A field report on ten AI agents for an entrepreneur running several e-commerce sites: roles, Discord threads, MCP, model routing and guardrails.
Kirako founder Gauthier Huguenin discusses his Comptoir IA appearance: his background, prospecting and Airbnb agents. Watch the episode and read his takeaways.
A practical B2B LinkedIn prospecting workflow with Sales Navigator, Lemlist, Hermes, manual LinkedIn actions and human approval.
Where to start with AI in a company: five first-project families, what must stay human, and how to choose a first useful project before buying another tool.
How eight French-language AI skills turn Claude, ChatGPT or Hermes into a traceable legal workflow with open sources, controls and required human review.
n8n or Claude Code for your company? A practical framework to separate reliable workflows, AI reasoning and custom code without creating technical debt over time.
A decision framework for choosing an open AI model, a proprietary API or a hybrid architecture based on data, workload, operating constraints and risk.
Build Qonto bank reconciliation in n8n with correct API authentication, pagination, deduplication, classification and human approval in a controlled workflow.
Automation without a developer: what you can build with n8n, what needs specialist input, and how to choose a safe first workflow with clear risk controls.
How to call Mistral OCR 4 from n8n, use layout blocks and confidence scores, and validate extracted data before sending it safely to accounting in production.
Some EU AI Act rules have applied since August 2, 2026. Understand transparency duties, the high-risk timeline and practical steps for companies to take now.
Compare n8n and Make for a company: execution versus credit pricing, integrations, self-hosting, maintenance and a practical selection method for long-term use.
An illustrative multi-branch insurance scenario: limits of an AI assistant, migration to a Hermes agent, business controls and human approval in France.
An illustrative scenario for scoping a Hermes agent across guest messages, bookings, cleaning coordination and human approval for short-term rental teams.
Open-source CRM, SaaS or vibe coding: a company guide to choosing a maintainable sales system connected to AI agents without losing control of data over time.
Paperasse by Romain Simon turns Claude, Codex or OpenClaw into a French admin copilot. Practical company use cases, setup, risks and rollout method in practice.
A practical guide to human approval in production AI agents for companies: action levels, risk gates, n8n review steps, logs and safe rollout rules in practice.
A field report on moving from Claude Code to Codex to maintain Pugify, manage branches, pull requests, tests and App Store releases safely in production.
France e-invoicing for companies: September 2026 and 2027 deadlines, approved platforms, e-reporting and workflows to prepare before the deadline in France.
Composite scenario for an AI agent linking Telegram, CRM and quote tools to prepare structured drafts, collect missing data and require approval before sending.
An illustrative n8n pipeline to transcribe sales calls, assess them against an explicit script and send structured results to a CRM with human review.
Automate Pennylane with n8n using current API endpoints, invoice creation, asynchronous PDF generation, payment tracking and checks, with safe retries.
How I used vibe coding to build a native iPhone app for pug owners with Claude Code and Xcode 26.3, then prepared it under Apple's current review rules.
A current guide to self-hosting n8n with Coolify on Hetzner: requirements, official installation, port 8000, security, backups and limits for small teams.
Tell us about your context, tools and the process that takes too much time. We will quickly tell you what can be automated and what is not worth the effort.