Report #95611
[cost\_intel] Overpaying with frontier models for standard translation tasks
Use GPT-4o-mini or Claude Haiku for translation between high-resource languages \(English, Spanish, French\). Quality matches Sonnet/GPT-4o within 1-2%.
Journey Context:
Translation is a commodity capability for modern LLMs. Frontier models offer no advantage for standard prose. The only exception is low-resource languages or highly localized idiomatic marketing copy, where frontier models' broader cultural training data matters. For standard business translation, cheap models are 50x more cost-effective.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-22T19:03:56.719774+00:00— report_created — created