README.md

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title: Gothi Tech LLP
emoji: 🦖
colorFrom: blue
colorTo: purple
---

<p align="center">
  <img src="https://gothi.in/gothi-text.png" width="120" alt="Gothi Tech Logo">
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<h1 align="center">Gothi Tech LLP</h1>

<p align="center">
  <strong>Building the Future of Document AI</strong>
</p>

<p align="center">
  <!-- <a href="https://gothi.in/"><img src="https://gothi.in/gothi-text.png" alt="Website"></a> -->
  <a href="https://huggingface.co/gothitech"><img src="https://img.shields.io/badge/HuggingFace-gothitech-yellow" alt="HuggingFace"></a>
  <a href="#"><img src="https://img.shields.io/badge/License-MIT-green" alt="License"></a>
  <a href="#"><img src="https://img.shields.io/badge/Made_in-India-orange" alt="Made in India"></a>
</p>

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## 👋 About Us

**Gothi Tech LLP** is an AI-first company specializing in **Document Intelligence** and **Vision-Language Models**. We build production-grade AI systems that help enterprises automate document processing, extract structured data, and unlock insights from unstructured documents at scale.

Our mission is to make document understanding **fast, accurate, and accessible** for businesses of all sizes.

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## 🦖 Our Models

| Model | Type | Size | Description |
|-------|------|------|-------------|
| **[GT-REX](https://huggingface.co/gothitech/GT-REX)** | Vision-Language (VLM) | ~7B | Production OCR model for enterprise document understanding, text extraction, and structured data output |

### GT-REX Variants

| Variant | Resolution | Speed | Best For |
|---------|-----------|-------|----------|
| **Nano** | 640px | ~1-2s | High-volume batch processing (100+ docs/min) |
| **Pro** | 1024px | ~2-5s | Standard workflows — invoices, contracts, forms |
| **Ultra** | 1536px | ~5-10s | Fine print, dense tables, legal and medical docs |

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## 🔬 What We Do

| Area | Capabilities |
|------|-------------|
| **Document AI** | Intelligent Document Processing (IDP), automated data extraction |
| **OCR** | High-accuracy text extraction from printed and scanned documents |
| **Handwriting** | Recognition and transcription of handwritten text |
| **Structured Output** | Extract data as JSON, Markdown tables, key-value pairs, custom schemas |
| **Multi-Language** | Document understanding across multiple languages |
| **Table Extraction** | Accurate extraction of complex and nested table structures |

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## 🏢 Industries We Serve

| Industry | Use Cases |
|----------|-----------|
| 🏦 **Finance** | Invoice processing, receipt scanning, bank statements |
| ⚖️ **Legal** | Contract analysis, clause extraction, legal filings |
| 🏥 **Healthcare** | Medical records, prescriptions, lab reports |
| 🏛️ **Government** | Form processing, ID verification, tax documents |
| 🛡️ **Insurance** | Claims processing, policy documents |
| 📦 **Logistics** | Shipping labels, waybills, packing lists |

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## 🚀 Quick Start
```python
from vllm import LLM, SamplingParams
from PIL import Image

llm = LLM(
    model="gothitech/GT-REX",
    trust_remote_code=True,
    max_model_len=4096,
    gpu_memory_utilization=0.75,
)

image = Image.open("document.png")
outputs = llm.generate(
    [{"prompt": "Extract all text from this document.", "multi_modal_data": {"image": image}}],
    sampling_params=SamplingParams(temperature=0.0, max_tokens=4096),
)
print(outputs[0].outputs[0].text)
```

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## 🔗 Links

| | |
|---|---|
| 🌐 **Website** | [gothi.in](https://gothi.in/) |
| 🤗 **HuggingFace** | [gothitech](https://huggingface.co/gothitech) |
| 🦖 **GT-REX Model** | [gothitech/GT-REX](https://huggingface.co/gothitech/GT-REX) |

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<p align="center">
  <strong>🇮🇳 Proudly built in India by Gothi Tech LLP</strong>
</p>