Tag: model efficiency

Mar, 19 2026

Cost Savings from Compression: How LLM Efficiency Drives Real Business Value

Emily Fies

LLM compression cuts infrastructure costs by up to 80% through quantization, pruning, distillation, and prompt compression. Real companies are saving millions - here’s how to build your business case.

Jan, 7 2026

Structured vs Unstructured Pruning for Efficient Large Language Models

Emily Fies

Structured and unstructured pruning help shrink large language models for faster, cheaper deployment. Structured pruning works on any device; unstructured offers higher compression but needs special hardware. Here's how to choose the right one.