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The Daily Memo

Tuesday, June 3, 2026 . Consumer AI

Today

Three things hit consumer AI teams this week. One is worth copying.

In brief

OpenAI cut GPT-4o-mini pricing 40%. The math now favors moving classification workloads off your fine-tuned models.
Perplexity shipped shopping checkout. Read the affiliate terms before the retail-media team celebrates.

The lead

Duolingo's lifecycle email rebuild is the one to steal

Duolingo quietly rewrote its re-engagement sequence in May. The win is not the copy. They moved send-time decisioning out of the ESP and into their own model, and lifted D7 reactivation 12%.

Most write-ups missed the part that matters for your budget. We did not cover their paid-social response this week because the source story is still moving.

Why this matters for a growth lead

Your ESP's native send-time AI is leaving reactivation on the table.

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