Should OpenAI Batch API spend be tracked separately from regular API usage?
No_Refrigerator_8216 · reddit · 2026-10-03
A team lead asks how others handle OpenAI cost attribution: their Batch API usage for non-time-critical work is currently pooled with regular API spend. Regular API usage correlates with product activity, but Batch usage spikes unpredictably when someone kicks off a large job, eval run, or dataset processing — unrelated to daily product usage.
Looking at a single number now hides what's changing: a higher bill could mean healthy customer growth or a surge in background work. The author is considering tracking Batch separately with its own budget and asks teams that use Batch heavily for their practices.
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