Blog
Field notes from real AI & automation builds.
What we've actually learned shipping production AI. Opinions, patterns, costs, and the engineering nobody posts on LinkedIn.
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Claude & LLMs
Claude in production: evals, guardrails, and keeping costs honest
What actually separates a Claude demo from a Claude system your ops team relies on every day. Evals, caching, routing, and the boring engineering that makes LLM workflows reliable.
Read Strategy
The ROI framework we use to decide what to automate (and what to leave alone)
A concrete, numeric framework for ranking automation opportunities. Stop automating the interesting workflow and start automating the one that pays back next month.
ReadStart where it pays back fastest
Let’s find the automation that moves your biggest number.
Free 30-minute call. We review your stack, point at the 2–3 highest-ROI automations, and tell you honestly whether we’re the right team to build them.