AI Agent Guidelines for CS336 at Stanford

Most 'AI for small business' content stops at vague potential. Here's what actually applies to AI Agent Guidelines for CS336 at Stanford today.

The hidden cost of automation

Every automation you add is something you'll have to maintain when it breaks. Build it cheaply and disposably so the cost of changing it later is low.

Where to keep a human in the loop

Anywhere the cost of a wrong action is high and reversibility is low. Customer-facing communications at scale, financial commitments, anything irreversible — those need a checkpoint.

What to automate first

Start with tasks that are high-volume and low-judgment. The combination produces the best ROI per hour invested. Save the high-judgment work for yourself — that's where you actually create value.

What changes when AI is in the loop

AI lowers the floor on what's worth automating. Tasks that weren't economical to script — judgment-heavy email triage, content generation, customer Q&A — are now viable. The criteria above still apply.

Where most teams get stuck

The most common stalling point isn't the work itself — it's the moment between deciding what to do and actually starting. Block 90 minutes on a Thursday, ship the smallest possible version, and let the next week's data tell you what to do next. Momentum compounds; deliberation often doesn't.

Useful questions to ask yourself

Three questions worth journaling on: what would I do if I had to produce a result in two weeks instead of two months? What am I currently doing that nobody would notice if I stopped? Where am I spending money or time as a substitute for thinking? The answers usually point at the next move.

How to know when to stop

Sunk-cost thinking is the silent killer of small-business decisions. If something you committed to a month ago isn't producing the result you needed, the right answer is usually to cut your losses and reallocate. The cost is the time and money you've already spent; the question is what produces the best result from here forward.

How we think about this at fivedaylaunch

fivedaylaunch was built on the idea that a real-looking, real-working product shouldn't take three months and twenty grand. Our AI-built sites and apps ship in days, with humans QAing every step, at a price small businesses can actually justify.

Pricing across tiers is at fivedaylaunch.com/pricing. If a 15-minute conversation would help clarify which tier fits, we're happy to have it.