FAQ

Can a senior AI engineer skip the product case study if they have strong research credentials? No. At Google, Amazon, and Microsoft, the product case study is non‑negotiable; the panels use it to gauge platform thinking, not research depth.

Is it worth negotiating equity before the offer is officially on the table? No. Meta, Stripe, and Netflix all lock equity adjustments until the written offer appears; premature negotiation is dismissed as “premature.”

Do I need to showcase deep learning expertise to get a platform PM role? No. The hiring managers at the companies above consistently reward candidates who demonstrate platform impact (latency, API contracts, cost) over pure model novelty.

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