> ## Documentation Index
> Fetch the complete documentation index at: https://docs.flexorch.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Introduction

> FlexOrch turns unstructured documents into LLM-ready datasets — automatically.

## What is FlexOrch?

FlexOrch is a document intelligence pipeline that converts unstructured files — PDFs, Word documents, spreadsheets, emails, XML invoices — into clean, structured datasets ready for LLM fine-tuning, RAG, or analytics.

**The core flow:**

```
Upload document → Classify → Extract structured fields
→ Detect & mask PII → Score quality → Export dataset
```

Each step is automated. You get a structured dataset with a quality grade, PII summary, and your choice of export format.

***

## Key capabilities

<CardGroup cols={2}>
  <Card title="Document types" icon="file-lines">
    PDF, DOCX, PPTX, TXT, XLSX, HTML, XML, EML/MSG, JPG/PNG/TIFF — 13 formats processed automatically, with automatic OCR and deskew for scanned pages.
  </Card>

  <Card title="Structured extraction" icon="table">
    Invoice, expense report, purchase order, payroll, bank statement, sales proposal, budget, delivery note, tax declaration — 9 schema types.
  </Card>

  <Card title="PII detection & masking" icon="shield">
    46 PII types across TR, EU, and US jurisdictions. KVKK & GDPR-aligned privacy controls with full audit trail.
  </Card>

  <Card title="Quality scoring" icon="star">
    Every document gets a quality score (0–100) and grade (A–D) based on extraction completeness, noise ratio, and OCR confidence.
  </Card>

  <Card title="Export formats" icon="download">
    JSONL (fine-tuning), CSV, Parquet, Markdown (RAG), XML, XLSX, HuggingFace Arrow — 9 formats.
  </Card>

  <Card title="Open source audit" icon="code">
    `flexorch-audit` — zero-dependency PII detection and quality scoring library for Python and JavaScript.
  </Card>
</CardGroup>

***

## Plans

| Plan           | Credits         | Use case                                                    |
| -------------- | --------------- | ----------------------------------------------------------- |
| **Trial**      | 1,200 / 30 days | Evaluate the platform, no credit card required              |
| **Starter**    | 1,200 / month   | Small teams, regular document processing                    |
| **Pro**        | 6,000 / month   | Higher volume, BYO LLM API key, fine-tuning, scheduled sync |
| **Enterprise** | Custom          | Team management, compliance reporting, SLA                  |

***

## Where to start

<CardGroup cols={2}>
  <Card title="Quickstart" icon="bolt" href="/quickstart">
    Process your first document in 5 minutes.
  </Card>

  <Card title="API Reference" icon="code" href="/api-reference/introduction">
    Full endpoint reference, auto-generated from the OpenAPI spec.
  </Card>

  <Card title="Open Source" icon="github" href="/open-source/overview">
    Use `flexorch-audit` independently for PII detection and quality scoring.
  </Card>

  <Card title="Python SDK" icon="python" href="/sdk/python/quickstart">
    Install `flexorch-sdk` and start processing in a few lines.
  </Card>

  <Card title="MCP Server" icon="robot" href="/mcp/overview">
    Connect Claude and other AI agents to FlexOrch through the Model Context Protocol.
  </Card>
</CardGroup>