fine-tuning costFine-Tuning vs RAG Cost: The Training Bill Isn't the Bill
Training a custom model costs about $30. Serving the same weights costs $326 to $28,908 a month depending on the platform. The fine-tuning-versus-RAG decision is a serving-contract decision, and the break-even is 683,000 queries.
September 9, 2026 · 20 min readRAG costWhat RAG Actually Costs: $1,308 a Month at 10M Tokens/Day
A production RAG pipeline at 10M tokens a day costs about $1,308 a month, 61% of it generation and one dollar of it embeddings. The line that wrecks the budget is document parsing, which swings from $2,100 to $90,000 over the same 2 million pages.
August 17, 2026 · 21 min readAI engineering productivityAirbnb Shipped 80% More Features. One Number Is Auditable.
Airbnb put five AI productivity numbers on the record at Q2 earnings. Four are activity counts only Airbnb can define. One — support cost per booking, down about 16% — is the only figure a filed line item actually moves with.
August 9, 2026 · 12 min read