The four heights
The same task, four distances: today's deadline, the next reviewer, the stuck moment, the pattern.
Execute — do the immediate task
+Make product purchases write back into contact records so I can send offers based on what they…
Execute — do the immediate task
+Make product purchases write back into contact records so I can send offers based on what they bought. Map SKU, product name, purchase date, quantity, and price to each contact and then run a test purchase for three SKUs — confirm those fields populate within 10 minutes before enabling the sync for all customers.
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 enabling live purchase syncing, simplify how purchases appear to a marketer: show most…
Improve — make it easier to accept
+Before enabling live purchase syncing, simplify how purchases appear to a marketer: show most recent purchase and a concise purchase history summary up top, make SKU and category filterable in the audience builder, and flag items where price or currency looks abnormal so a marketer can trust segmentation on purchase behavior.
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
+I just completed a test purchase as a buyer and the contact’s purchase fields are still blank. I am…
Decide — diagnose the stuck moment
+I tested a purchase and it didn’t appear on the contact record
I just completed a test purchase as a buyer and the contact’s purchase fields are still blank. I am the marketer setting this up, the developer set the webhook, and I’m worried webhook mapping or event names are mismatched. I don’t know whether the event fired, whether the payload fields match our mapping, or whether the contact key differs. What should I check in order, and what quick test will prove the root cause?
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Become — change the pattern
+We repeatedly lose time because individual orders fail to sync and campaigns miss recent…
Become — change the pattern
+We keep chasing missing purchase events in campaigns
We repeatedly lose time because individual orders fail to sync and campaigns miss recent purchasers. Where do we tighten the handoff between store and CRM so purchase events stop dropping? Suggest one change to how we instrument events at checkout and one operational habit for weekly validation so marketers stop firefighting missing purchases.
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 email marketing work people do in Mailchimp.
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.