Top fine-tuning tools for generative AI in 2024 include Labellerr, Kili, Label Studio, Databricks Lakehouse, and Labelbox. These platforms streamline annotation, support multi-format data, integrate with ML models, and offer collaborative features to enhance model performance and scalability.