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Optimizing Self Serve Channel Mix

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Your question is Optimizing Self Serve Channel Mix. Take a moment with it on the right.

Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).

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Problem

Scenario

You're advising a company with a growing self serve AI business across ChatGPT Free, Plus, Pro, Team, and API onboarding paths. Leadership wants to improve acquisition efficiency, but channel performance is uneven and attribution is noisy across paid search, affiliates, SEO, referrals, lifecycle email, and in product prompts. You need a clear way to decide where to spend more, where to pull back, and how to balance short term conversion with long term value.

Question

What strategies would you employ to optimize the channel mix for our self-serve products?