Skip to content
Smart Lead Tech

Blogs

What is RAG and why it matters for every LLM-powered product

You have heard Retrieval-Augmented Generation (RAG) in every recent tech conference. Here is the pragmatic version: when do you actually need it.

02/10/2025 · by Smart Lead Tech — 9 min read

3D illustration of a laptop, writing tablet, and floating blog interface icons

Our Blogs

Category

3D illustration of connected product tools around a laptop

Smart Lead Tech: your technical partner from idea to successful launch

One squad owns discovery, design, build, and go-live — so the people who design the product are the people who ship it.

02/10/2025 — 9 min read

3D illustration of AI evaluation dashboards around a laptop

How we evaluate LLM features before they touch production

A golden set, a failure budget, and a human review loop — so the model is a product decision, not a demo.

02/06/2025 — 8 min read

3D illustration of a digital workspace for product delivery

Visible delivery: a staging URL you can click from week one

Weekly builds, reviews you can follow, and progress you can actually press — not slides at the end of the month.

01/28/2025 — 7 min read

3D illustration of a design system kit and interface tiles

A design system that the next screen does not fight

Tokens, components, and usage rules in one place — so design and engineering ship the same product.

01/22/2025 — 8 min read

3D illustration of architecture diagrams and a tablet workspace

Design and architecture that survive the second year

A reusable design system, a C4 diagram, and an ADR for every load-bearing choice — so the product can grow without a rewrite.

01/14/2025 — 8 min read