Blog · Field notes
How structured AI workflows change the math of knowledge work.
Practical pieces with real numbers — time savings, cost reductions, conversion lifts — from the team building Prompt Studio and Advi Agents. No vendor fluff.
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- 2026-05-24
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Latest field notes.
Why structured prompts beat conversational prompts — the mechanics of faster AI workflows
Structured prompts collapse the iteration loop that wastes most AI time. Here's the mechanism, what the research says, and how to apply it to your daily work.
The real cost of an AI workflow is your time, not the API bill
Most people optimise the wrong cost when they think about AI. Here's the framework that explains why a $19/mo plan is rounding error compared to your billable hour.
The case for an AI agent on your homepage — why contact forms underperform
Contact forms ask visitors to compose a message and wait. An AI agent answers in the moment. Here's the conversion mechanics behind the difference.
The economics of AI-assisted customer support — what changes when tier-1 is automated
Most SaaS support volume is tier-1 — repetitive, well-documented questions. AI agents handle this without losing CSAT. Here's how the economics shift.
Internal AI for output, external AI for inbound — the two halves of a complete stack
Most teams pick one AI use case and stop. The compounding effect comes from running internal generation and external automation in parallel.