Fine-Tuning vs Prompting vs RAG: Which Marketing Use Case Needs Which

Rishabh Sharma 3 min readJune 25, 2024

Prompting alone wins when

You need general-purpose output with brand voice. Simple, fast, cheap. 80% of marketing use cases fit here.

You need the AI to reference specific documents (past campaigns, product specs, brand guidelines). Retrieves, then writes.

You have 10,000+ examples and need consistent output at scale. Rare for marketing — mostly overkill.

Where LLMs accelerate marketing research and where they still produce shallow or misleading output.

A practical inventory of AI workflows we've deployed internally — ranked by hours saved per week.

A specific Claude prompt sequence we use to refresh underperforming content in minutes instead of hours.

Our team ships ai marketing programs every week. Book a free consult — we'll tell you what would move the needle for your brand.