Hard-won takes on AI and automation from people who actually ship systems. No hype, no trends — just what works, what doesn't, and what we'd do differently.
Leads found automatically. Demo sites built before first contact. Outreach sent. Calls booked. Here's the whole loop.
Projects, Teams, MCP, native integrations, cheaper models. Here's what changed and where to start.
Three n8n workflows eliminated 14 hours of weekly manual admin — and made a fourth ops hire unnecessary.
A one-week audit surfaced redundant tools, immediate savings, and a 90-day automation roadmap — before anything was built.
One full-day workshop built around real workflows moved 22 people from scattered experimentation to consistent daily use.
Anthropic ships three Claude models. They're not just three sizes of the same thing. Each one wins in a different place.
Two ways to use the same model. Two completely different cost and ownership profiles. How to decide which one (or both) your team needs.
Three tools every operations team eventually compares. Each one wins in a different way. Here's how we actually decide.
Two client sites we rebuilt with Claude, the routines that keep them updating themselves, and why this is now a different decision from hiring a traditional agency.
Five patterns we see in failed automation rebuilds, and the diagnostic questions that catch them before you spend a dollar.
A practical comparison from inside real client builds. When each tool wins, where they break, and what we actually default to.
Five workflows where an LLM-driven approach outperforms rule-based automation, and the cost ceiling to watch for.
Most teams don't know where to start. The right starting points are obvious once you know what to look for: high-volume, well-documented, low-complexity work.
Both are excellent. They're not interchangeable for ops work. Where each wins, where each breaks, and the hybrid we deploy.
Everyone's saying "AI agent" right now. Most of them mean "AI assistant." The two work very differently.
More articles coming soon.
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