Organocatalysts are small organic molecules that catalyze aldol reactions without the need for metals or enzymes. Examples include proline, imidazoles, and thioureas. These catalysts operate under mild conditions and are often used for asymmetric synthesis, providing an environmentally friendly alternative to traditional catalysts.