---
title: "Discussion on \"23ai Vector Searching PDFs with LLM Response - Minimalist blog\" | Hashnode"
description: "Discussion on \"23ai Vector Searching PDFs with LLM Response - Minimalist blog\". There are plenty of great blogs on this subject, all explain this subject really well. In this blog, there is no write-up, no back story, I just want to ask a question of my PDFs & provide you with the code. So you can enhance implement it in your pr..."
url: "https://hashnode.com/posts/23ai-vector-searching-pdfs-with-llm-response-minimalist-blog/6756b501ddea705c5bdb66b5"
---

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Discussion

# [23ai Vector Searching PDFs with LLM Response - Minimalist blog](https://mattmulvaney.hashnode.dev/23ai-vector-searching-pdfs-with-llm-response-minimalist-blog?utm_source=hashnode&utm_medium=feed)

There are plenty of great blogs on this subject, all explain this subject really well. In this blog, there is no write-up, no back story, I just want to ask a question of my PDFs & provide you with the code. So you can enhance implement it in your pr...

Dec 9, 2024 · 3 min read · mattmulvaney.hashnode.dev  
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## Written by

[Matt Mulvaney](https://hashnode.com/@lufcmattylad)

@lufcmattylad

  
[View profile](https://hashnode.com/@lufcmattylad)

I do fancy stuff with Oracle APEX #orclapex

With around 20 years on the job, Matt is one of the most experienced software developers at Pretius. He likes meeting new people, traveling to conferences, and working on different projects. He’s also a big sports fan (regularly watches Leeds United, Formula 1, and boxing), and not just as a spectator – he often starts his days on a mountain bike, to tune his mind.

## Responses

Markdown supported · ⌘↵ to post

[Plamen Mushkov](https://hashnode.com/@plamen9)

[Dec 9, 2024](https://hashnode.com/posts/23ai-vector-searching-pdfs-with-llm-response-minimalist-blog/6756b501ddea705c5bdb66b5/comment/6756fb883a61767c357752e8)

You can also use external embedding models, such as Voyage AI ([voyageai.com](https://www.voyageai.com/)) and skip dealing with ONNX models altogether. In my experience, very good results for a reasonable price.