Most people automate the wrong thing first. They grab a new AI tool, wire it up, and expect results. They don't come. The problem isn't the tool. It's that they automated a broken process. AI just makes the broken part run faster. Fix: before you automate anything, write out what the ideal human version looks like. Clear inputs, expected outputs, defined handoffs. Then automate that. What's the first AI workflow you built that actually worked — what made it click?

Most people burning $500–2k/month on AI API costs are making the same mistake. They default every request to their best (most expensive) model. Classification. Summarization. Format cleanup. Routing logic. All hitting Claude Sonnet or GPT-4o. The fix: add a classification layer before anything expensive runs. A cheap, fast model (Haiku, Flash, Mixtral) reads the request first and categorizes it. Simple task? Handled cheap. Complex reasoning needed? Routes up to the premium model. I added this to one pipeline and cut API spend by 68% in a week. Output quality didn't move. What's actually eating most of your API costs right now — do you know the breakdown?

My actual weekly stack, no sponsorships: → Claude Code → builds, automations, scripts → OpenRouter → routing tasks across models → NotebookLM → turning PDFs into audio for commute review → Opus Clip → long-form to Shorts pipeline → GoHighLevel → email, follow-up, post-purchase flows That's it. Everything else is a sometimes-tool. What's on your weekly list? Keep it to 5 or fewer.

Post your stack. Post your swaps. Post the tool that surprised you this week. Keep it short → tool name, one sentence on use case, one sentence on verdict. Comment section is where the real intel lives.

People always ask what I actually use. Here it is: Core stack: - Claude (Anthropic) — primary reasoning and writing - Perplexity — real-time research and fact-checking - n8n — automation workflows, self-hosted - Cursor — AI-assisted coding - Whisper — voice-to-text pipeline What I've dropped: - ChatGPT (replaced by Claude for most tasks) - Zapier (n8n is free and more powerful) - Notion AI (overkill for my use case) What are you running in your stack right now? Drop it below.