Notes from inside the automations we build.
Production patterns, technical breakdowns, and what actually works when you wire AI agents into real business systems.
n8n vs Zapier: Why Self-Hosted Automation Wins for B2B Teams in 2026
We've deployed automation for 40+ B2B clients. Here's the honest breakdown of n8n vs Zapier — cost, data control, complexity, and when each one actually makes sense.
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The Bot That Reads Every Prozorro Tender So Your Team Does Not Have To
How a Kyiv construction company tripled their government bid volume using an n8n bot that monitors Prozorro every 15 minutes and reads actual specification documents with Claude AI.
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SEO Audit on Autopilot. No Analyst Required.
How we built a fully automated SEO audit pipeline using n8n + AI — cutting audit time by 90% and reducing per-audit cost to near zero. Runs every Monday at 9am without you touching a dashboard.
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The Backend of AI Video Production: Orchestrating an Autonomous Content Factory
Inside the n8n + Claude + FFmpeg stack running a 24/7 autonomous video content factory — from script generation to publishing with zero human touch. Dropped production cost from $60 to $0.68 per video.
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Reddit's n8n Community Just Built 6,500 Workflows — Here's What Actually Works
Reddit's n8n builders created 6,500+ production workflows using a free generation tool, revealing which automation patterns actually survive contact with real business problems.
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How we built a fully autonomous AI-Production Pipeline that converts raw scientific data into high-retention YouTube Shorts, reducing production time by 98% and cost by 95%.
One text source in, one publish-ready YouTube Short out. Script, voiceover, captions, and final render — fully automated in 7 minutes. Cut production time by 98% and cost per video from $40 to $0.68.
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AI Agents Build n8n Workflows — Reddit's Meta-Automation Revolution | OpsPilots
You've built 47 n8n workflows this year, but you're still clicking "New Workflow" and staring at that empty canvas wondering where to start. The Reddit n8n community just solved this with something that shouldn't work: AI agents that build the workfl
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The Bot That Asks Permission Before Every Trade.
Every trading signal goes through a real-time Claude AI risk check before execution — position size, volatility, portfolio exposure. Full decision loop in under 3 seconds, logged to Telegram. Zero unauthorized trades.
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AI-Generated n8n Workflows: Codex-Powered Automation Engineering
Vibe-n8n automates workflow creation using OpenAI Codex to generate n8n configurations from exported templates, enabling API-driven deployment and dramatically reducing manual build time.
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n8n AI Agent OS: 158-Node Production Stack Powers Autonomous Business
A 158-node, 14-workflow n8n stack powers a production-grade AI agent OS — fully autonomous business operations running without manual task management.
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We Killed the Content Calendar
A 28-node n8n workflow finds trending topics, writes 1,500-word articles, generates featured images, and publishes to WordPress — on a schedule, without you touching it. Article cost: $0.80–1.20.
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Case Study: Building an AI Consultant with "Corporate Memory." How We Automated Support Using RAG & n8n.
We built an AI consultant that knows your SOPs, product docs, and 6 months of support history — and answers client questions in seconds via Telegram. FIRMTECH resolved 94% of queries without escalation in month one.
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