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ManufacturingDuration: 14 DaysLive Architecture

Internal RAG Knowledge Agent

Seconds
Search Time
99.9%
Accuracy
+20%
Productivity

Tech Stack & Protocols

PineconeLangChainNext.jsOpenAI

Key Takeaways & SLA

  • ▪Zero AI hallucinations
  • ▪Strict role-based access control
  • ▪Citations linking to original PDFs
  • ▪Complete data privacy (no training)

The Problem

A manufacturing firm with 500+ employees struggled with internal knowledge sharing. Engineers spent hours searching through hundreds of technical PDF manuals to find specific machine calibration settings.

The Technical Challenge

Standard search tools couldn't understand context inside massive PDFs. Generative AI (like ChatGPT) couldn't be used because it hallucinated and didn't know the company's proprietary data.

The Engineered Solution

We developed a Retrieval-Augmented Generation (RAG) portal. We vectorized their entire library of technical manuals. Now, employees simply ask a question and get a precise, cited answer instantly.

Ready to deploy an agent like this?

Our engineering team deploys dedicated, high-availability AI systems on your private infrastructure in 7–14 business days.

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