---
title: "Discussion on \"RAG knowledge assistant build in 2026: real costs, benchmarks and a 12-week rollout\" | Hashnode"
description: "Discussion on \"RAG knowledge assistant build in 2026: real costs, benchmarks and a 12-week rollout\". RAG knowledge assistant build in 2026: real costs, benchmarks and a 12-week rollout\nSummary. Retrieval quality decides whether your internal-docs assistant works, and most builds get it wrong. A 2026"
url: "https://hashnode.com/posts/rag-knowledge-assistant-build-in-2026-real-costs-benchmarks-and-a-12-week-rollout/6a580e291d23fa0324e0d9b9"
---

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# [RAG knowledge assistant build in 2026: real costs, benchmarks and a 12-week rollout](https://ecorpit.hashnode.dev/rag-knowledge-assistant-build-in-2026-real-costs-benchmarks-and-a-12-week-rollout?utm_source=hashnode&utm_medium=feed)

RAG knowledge assistant build in 2026: real costs, benchmarks and a 12-week rollout Summary. Retrieval quality decides whether your internal-docs assistant works, and most builds get it wrong. A 2026

Jul 15 · 18 min read · ecorpit.hashnode.dev  
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## Written by

[Manu Shukla](https://hashnode.com/@mr-manushukla)

@mr-manushukla · Delhi, India

  
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Founder and Director of eCorpIT

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