The four heights
The same task, four distances: today's deadline, the next reviewer, the stuck moment, the pattern.
Execute — do the immediate task
+Page speed scores are slipping and bounce on category pages is up. Run a focused performance audit…
Execute — do the immediate task
+Page speed scores are slipping and bounce on category pages is up. Run a focused performance audit that loads the storefront on desktop and a mid-tier Android phone over 4G. Identify the single largest JavaScript bundle, any unoptimized hero images over 200kb, and the three slowest third-party scripts. Produce a list of fixes ranked by expected impact: compress or lazy-load images, defer noncritical JS, remove or replace the slowest third-party include. Deliver the list and a quick test plan for after changes.
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Improve — make it easier to accept
+Before I hand a speed audit to the devs, make the issues easy to prioritize. Surface the estimated…
Improve — make it easier to accept
+Before I hand a speed audit to the devs, make the issues easy to prioritize. Surface the estimated seconds saved per fix, flag anything affecting first contentful paint, and highlight third-party scripts that block rendering. Group fixes into quick wins under 2 hours and engineering tasks over a day. Call out any recommended image sizes and which app or plugin is inserting large scripts or styles.
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Decide — diagnose the stuck moment
+After installing a theme update, Lighthouse dropped and conversion dipped. I don't know whether the…
Decide — diagnose the stuck moment
+Lighthouse score dropped 18 points after the last theme update.
After installing a theme update, Lighthouse dropped and conversion dipped. I don't know whether the theme or a recently added app caused the slowdown. I'm the store owner; marketing wants the new design live but cart abandonment is rising. Which diagnostics should I run first to attribute the slowdown to theme code versus third-party apps, and what immediate rollback or mitigation will buy us time?
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Become — change the pattern
+Every month a design tweak or new app triggers a performance crisis and we scramble to diagnose. I…
Become — change the pattern
+We repeatedly waste dev time chasing slowdowns after every update.
Every month a design tweak or new app triggers a performance crisis and we scramble to diagnose. I manage the store and budget limited dev hours. Which recurring habit should I change so performance regressions stop arriving as emergencies, and what pre-deployment checklist item will prevent unnecessary third-party script inclusion?
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Next to this one
Other ecommerce work people do in Shopify.
Every task here came from the work, not from a feature list — which is why the prompts name what you want done and never the button that does it. The tool changes; the work does not.
Copyright © LLOS.ai · 2026 — original pedagogy, voice, and design — all rights reserved.
The rest of the map
Same library, five ways in.