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The Madison Avenue Field GuideA field guide to marketing & advertising, by Brandon Mina

GlossaryAI in MarketingLow-Rank Adaptation (LoRA)

AI in Marketing

Low-Rank Adaptation (LoRA)

An efficient fine-tuning technique that trains small add-on weight layers instead of the whole model, cheaply adapting models to a brand's style or products.

By Brandon MinaCEO, BrandPilot AIUpdated November 2026

Short answer

Low-Rank Adaptation (LoRA) is an efficient fine-tuning technique that trains small add-on weight layers instead of updating an entire AI model. Because only a fraction of parameters change, it requires far less computing power and storage. Brands use it to cheaply adapt image or language models to a specific visual style, voice, or product line.