Specialized handwriting capture
Our ensemble handwriting models read messy cursive, cut-through corrections, and overlapping annotations while preserving field intent.
Devbox Document Intelligence
Get complex documents ready for LLM consumption
LLMs are powerful, but their output is only as good as the input you provide. Devbox restructures messy PDFs, scans, and handwritten forms so your downstream agents receive the clearest possible signal.
Built for multilingual operations — Devbox pipelines already thrive on Arabic customs declarations and English-heavy workflows alike.
Why Devbox beats building it in-house
Ship production-grade document intelligence without hiring a computer-vision team. Devbox bundles the data science, layout recovery, and multilingual tuning you would otherwise spend months assembling.
One engine for every format
Swap between scans, digitally filled PDFs, right-to-left forms, and receipts without retooling pipelines—Devbox normalizes structure across them all.
Tabular layout fidelity
Keep merged headers, subtotals, and nested rows intact so downstream LLMs don’t need to guess column context or lose cell relationships.
Extensible in days, not months
New document types snap into reusable templates and evaluation harnesses, dramatically cutting the cost of supporting future formats.
Handwritten intake form
Devbox pulls handwriting into structured JSON so front desk teams can digitize bilingual patient details without transcription clean-up.
Electronically completed claim form
Devbox parses checkbox fields and inline totals from digitally filled PDFs while keeping Arabic and English labels paired.
Thermal receipt capture
Extract totals, taxes, and line items from faded receipts so expense reports stay accurate across language variants.
Arabic customs manifest
Turn bilingual manifests from Middle Eastern shipping lanes into dashboards by extracting consignee names, HS codes, and routing notes in both scripts.
Utility statement
Devbox normalizes right-to-left layouts while extracting balances, due dates, and subsidy line items for finance teams.
Tabular data extraction
Preserve multi-line headers, merged cells, and rule lines so downstream agents can reason over totals and subtotals without guessing where each value belongs.
Off-orientation scans
You can’t expect users to have a steady hand every time. Devbox preprocessing straightens skewed content before text extraction begins.
ACORD forms
The standard ACORD 25 certificate is packed with dense policy tables. Devbox keeps the coverage rows aligned so compliance teams can verify limits and endorsements at a glance.
Native text PDF
Digitally generated PDFs are the simplest assets to process. Devbox native-text mode returns perfectly selectable copy while preserving section headings and bullet structure.