Gisting Compresses Prompts to Cut LLM Costs by 75%

Shopify detailed Gisting, a prompt-compression technique essentially a form of prompt tuning that distills system prompts into special tokens, shrinking prompts to about 25% of their size while preserving behavior and cutting costs by roughly 75%.

2026-08-21 ~ 2026-08-22 · 3 related posts

• Shopify uses Gisting to compress LLM context for speed and cost gains — MParakhin · 2026-08-21
• Gisting is Essentially Prompt Tuning: Soft Prompts Explained — CFGeek · 2026-08-21
• Gisting compresses prompts by 75% to cut LLM costs while preserving behavior — morgymcg · 2026-08-22