AI data brokering splits: pre-training data commoditizes, RL post-training data is the real business

agihouse_org · x · 2026-10-20

ajratner distinguishes (A) raw company records for pre-training — a low-margin brokerage that will commoditize as curation techniques mature — from (B) well-formed tasks, environments and rubrics built on private data for post-training and eval, where margins and differentiation will only grow.

Trent Krupp agrees and calls B the real opportunity: the market for buying unique company data will persist but increasingly sell to RL Labs, and the most successful brokers will become RL Labs themselves.

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