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AI Engineering

Automating a Grammar Variable with an AI in n8n

Some bugs are obvious right away: an email that won't send, a 500 error. And then there are the ones that hide inside the text itself, invisible until someone reads the sentence out loud. This second category is what this session was about: an empty personalization variable in Lemlist campaigns, and the fix built to replace it, a small n8n sub-workflow that calls an LLM to write... three words of French grammar.

Generating LinkedIn Posts with AI for Sales Reps Covering Multiple Industries

Each of our sales reps covers several industries, and each industry has a different target audience (IT leadership, marketing, general management) with a pitch that should vary accordingly. Nobody has time to keep up that pace of personalization on top of actual prospecting: here's how an n8n pipeline generates a weekly base of ready-to-edit LinkedIn posts every week, sorted by industry and by target audience; and why the real difficulty wasn't wiring an LLM to a prompt.