
Product operations / Growth systems
Building a working system for ChatGPT Ads
Live campaign work became a repeatable system for testing, evidence, delivery and product feedback, while uncertainty stayed visible.
Explore related work ↗Clear thinking, tested systems and useful artifacts from the messy middle of AI products, growth and operations.
FEATURED WORK

Product operations / Growth systems
Live campaign work became a repeatable system for testing, evidence, delivery and product feedback, while uncertainty stayed visible.
Explore related work ↗RECENT THREADS

CURRENT 01 / LEAD NOTE
An agent may be able to read, reason and call tools. That does not mean it should execute every step. Impact, reversibility, evidence and ownership determine where it must stop.
Read the note ↗Channel fit starts with the user task, not an industry list. Product truth, policy eligibility, landing-page continuity and measurement determine whether a brand is ready to test.
I kept pushing every failure back into the prompt. The output looked more complete, but the rework stayed. The missing pieces were sources, checks, approval, writeback and readback.
ONE PRACTICE, SEVERAL FORMS
ABOUT MARINA
Marina Current is an independent record of what I learn while turning ambiguous problems into systems people can actually use.
More about Marina