TRUSTORYX.
AI Document Processing Agency

Automated Data Extraction with AI Document Processing

We build intelligent document ingestion and OCR engines using vision LLMs and LlamaParse — extracting structured data from unstructured contracts, invoices, and PDFs.

Vision LLM
Inference Engine
99%
Parsing Accuracy
10x
Speed Increase
HIPAA & GDPR
Data Boundary
Growth Obstacles

Problems This Solves

!

Manual data entry from thousands of invoices, receipts, and purchase orders is slow, expensive, and prone to typing errors.

!

Traditional OCR software outputs break when parsing complex formats, multi-column pages, or tables.

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Struggling to extract clean, database-ready JSON data from legacy scans and handwritten paper forms.

!

Compliance mandates prevent you from uploading sensitive corporate documents to public OCR web APIs.

Methodology

Our Proven Process

1

Ingestion Setup

We configure folder watchers or API endpoints to receive raw PDFs, PNGs, and TIFFs.

2

Vision OCR Processing

We analyze document layouts using vision LLMs and LlamaParse to isolate nested tables.

3

Strict Schema Mapping

We define Pydantic models to map extracted content into strict structured JSON.

4

Human Audit Screen

We build a web review panel for operators to audit and edit low-confidence values.

5

Database & ERP Sync

We route validated JSON data directly into your SQL databases, CRM, or ERP pipelines.

Scope of Work

What's Included

Ingestion watcher scripts and upload REST API endpoints
Vision LLM parsing codebase using Python and LlamaParse libraries
Structured Pydantic model schemas matching target database schemas
Custom React human-in-the-loop audit dashboard panel
API connector scripts syncing data to ERP/CRM endpoints
Docker container templates for local or cloud deployments
30-day post-launch parsing precision reports and model tuning logs
Growth Targets

Expected Results

Up to 99% extraction accuracy on tabular data and complex layouts

Over 90% reduction in manual document handling and verification time

Processing speeds under 5 seconds per multi-page document file

Flawless JSON payloads matching target database schemas with zero null errors

Completely secure data isolation protecting sensitive customer records

Tech Stack

Technologies We Master

LlamaParse
Qwen2-VL
Python
React
FastAPI
PostgreSQL
Docker
CUDA
Exhaustive Solutions

Comprehensive Capabilities

We don't just scratch the surface. Here is a detailed breakdown of everything we can engineer, optimize, and execute for your business.

Vision LLM Integrations

Writing API handlers for GPT-4o and Claude 3.5 Sonnet to process raw scans and photos.

Complex Table OCR

Parsing nested grid layouts and financial spreadsheets from multi-page PDFs.

Structured JSON Mapping

Converting unstructured text into machine-readable JSON schemas based on Pydantic models.

Human Audit Dashboard

Building custom React review interfaces for operators to inspect confidence scores and correct data.

Database & ERP Connectors

Configuring API webhook integrations to sync parsed content directly with your ERP, CRM, or SQL database.

On-Prem Vision Models

Deploying quantized open-source vision LLMs on private GPU nodes for secure offline processing.

Specialized Focus

Specialized Services

Explore our specialized engineering teams and tailored solutions for this domain.

Transparent Pricing

Investment Plans

Transparent pricing with no hidden fees. Every plan includes dedicated support and monthly reporting.

Invoice Parser

$4,000USD · USD fallback/starting

Single document type parser (e.g., invoices), REST API upload endpoint, and structured JSON outputs.

Vision LLM document processing
Single doc type configuration
Upload REST API endpoint
Structured JSON payload
Standard OpenAI vision API connection
Basic extraction error logs
14-day post-launch support
Standard schema integration helper
Deploy Invoice Parser
Most Popular

Custom Document Engine

$9,500USD · USD fallback/starting

Multi-document classifier, tabular extraction using LlamaParse, custom React HITL verification screen, and SQL database sync.

Includes all Invoice Parser features
Multi-document class routing
LlamaParse advanced table OCR
React human-in-the-loop screen
Direct SQL database sync
Webhook feed integration
30-day active design support
Confidence score logs
Build Custom Engine

Enterprise Extraction System

$22,000USD · USD fallback+/project

On-premise vision LLM deployment (Llama 3 Vision), local GPU setup, full offline document RAG, and SLA support.

On-prem hardware setup consults
Local vision LLM deployment
100% offline data boundary
ERP/SAP direct API synchronization
Dedicated weekly strategy calls
SLA-backed priority response times
60-day post-launch support
24/7 Slack developer channel
Build Enterprise OCR

All plans are month-to-month with no long-term contracts. Custom enterprise plans available.Contact us for a tailored proposal.

Why Trustoryx

Why Choose Us

No Long-Term Contracts

Month-to-month engagements. We earn your business every single month.

Dedicated Team

A named strategist, not a rotating cast of juniors. Consistent point of contact.

Revenue-Focused

We report on revenue impact, not vanity metrics. Every dollar is attributed.

Rapid Execution

Strategy in week 1. Execution by week 2. Results tracked from day one.

Support

Frequently Asked Questions

Traditional OCR reads raw letters but cannot map structural layout context. AI document processing uses LLMs to understand tabular columns and fields to export clean JSON.
Yes, we combine LlamaParse and vision-capable LLMs (Claude/GPT-4o) to capture multi-column data maps accurately.
Yes, we implement a human-in-the-loop screen so items below a threshold (e.g. 90% confidence) are flagged for human operator approval.
Absolutely. We can deploy open-source vision models (like Qwen2-VL or Llama 3 Vision) on local Nvidia GPUs for absolute privacy.

Ready to Get Started?

Start with a free audit. We'll analyze your current performance and show you exactly where the growth opportunities are.

Or email our dedicated desk: ai@trustoryx.digital