3 ready prompts
Written for the moment this actually comes up.
Improve — make it easier to accept
+Before I publish the tracked link on our page, make it easy for the growth lead to validate. Show…
Improve — make it easier to accept
+Before I publish the tracked link on our page, make it easy for the growth lead to validate. Show the final URL with UTM parameters up front, flag any redirects that will strip UTMs, and list two sanity checks to run after posting so the first-click attribution is reliable.
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 posted the newsletter link with UTMs but traffic showing on the pricing page appears as direct…
Decide — diagnose the stuck moment
+Traffic from Facebook shows as direct in analytics after posting the UTM link.
I posted the newsletter link with UTMs but traffic showing on the pricing page appears as direct rather than coming from social. The growth lead suspects a redirect or the link being opened in an app. I cannot tell if the problem is the redirect chain, the way the link was shared, or Google Analytics misconfiguration. What is the most likely diagnosis and the fastest check to confirm it?
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Become — change the pattern
+Across campaigns we keep losing referral attribution from social links and then spend hours…
Become — change the pattern
+UTM-tagged links repeatedly lose referral data in our reports.
Across campaigns we keep losing referral attribution from social links and then spend hours troubleshooting. Which habit should change first: standardize one UTM template and force-check redirect chains, or educate everyone on in-app link handling? Recommend one concrete change and a quick test to prove it fixes the issue.
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 social platform work people do in Facebook.
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.