@manuelaschrittwieser
Manuela Schrittwieser▲5L3
LLM Engineer & Tech Blogger, Founder, Self-employed (NeuralStack | MS - AI Security Engineering) · New project · in Agents · 2h ago · Linz

Shipped: LLM Invoice Extractor

An end-to-end LLM-based invoice extraction system that converts unstructured invoice text into structured JSON. I built the training dataset, fine-tuned a Llama 3 model with PEFT/QLoRA, deployed it as an authenticated GPU-backed API on Modal, and added an evaluation client for validating extraction quality. The project is aimed at document-AI and automation workflows where consistent structured output matters. The accompanying dataset contains 600+ training examples, and the fine-tuned model is published on Hugging Face (manuelaschrittwieser/llama-3-invoice-extractor-merged).

LLM Invoice Extractor logoLLM Invoice Extractor@manuelaschrittwieser/llm-invoice-extractor · github.com/MANU-de/Structured_Data_Extractor
LLMFine-TuningDocument AIStructured OutputsMLOpsPEFTModel Deployment

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@ryanallis
Ryan Allis▲241h ago

Invoices are a pain point for so many small businesses and finance teams. Who do you picture using this first: accountants, bookkeeping firms, or companies handling their own payables? And have you had a chance to show it to anyone who deals with invoices every day?