Mashrav LLC · Document Intelligence

Documents that work
in every language

Mashrav builds precision document translation software for global enterprises. Faithful layout. Protected terminology. Audit-ready output. Built natively on AWS.

35+
page documents,
fully translated
2,000+
regions per document,
layout preserved
0
glossary misses
on protected terms
📄
Tesla Q4 2025 Annual Report
35 pages · English → Spanish · 2,179 regions
✓ Done
Translation
94%
Layout
87%
Glossary
100%
💊
Clinical Study Report · Phase III
240 pages · English → Japanese · Pharma domain
⟳ Processing
Translation
61%
INN Guard
100%
Audit log
Live
The Product

DocXlate — Precision PDF Translation

DocXlate translates complex PDF documents while preserving their exact visual layout. Tables stay tables. Footnotes stay footnotes. Your brand stays your brand.

📐

Layout-faithful reconstruction

Every translated region is fitted back into the original bounding box. Multi-candidate rendering with adaptive font scaling means the document looks right, not just translated.

🛡️

Terminology protection

Domain glossaries shield product names, drug INNs, regulatory abbreviations, and financial terms from mistranslation. Zero glossary misses on protected terms.

🔍

Hybrid document handling

Automatically detects pages with image-embedded text and routes them through OCR supplementation before translation. Scanned documents are not second-class.

📋

Audit-ready review artifact

Every job produces a structured review.json with region-level warnings, overflow flags, glossary hits, and a manual review requirement signal.

Translation Pipeline
1
Extract
Native text + OCR for hybrid pages
Textract
2
Classify
Native · Hybrid · Scanned
Auto
3
Protect
Mask glossary terms before translation
Domain pack
4
Translate
Chunked, retry-safe API calls
Translate
5
Render
Fit text · redact · reconstruct
PyMuPDF
6
Review artifact
Warnings · overflow map · audit log
New
Domain Intelligence

Built for your industry, not just your language

Each domain pack adds industry-specific glossaries, layout profiles, quality gates, and post-processing rules. Generic translation tools don't know what an INN is. DocXlate does.

💊
Enterprise tier · Q3 2026

Pharmaceutical & Life Sciences

Clinical study reports, investigator brochures, drug package inserts, pharmacovigilance reports, and regulatory submissions for FDA, EMA, PMDA, and ANVISA.

INN protection 21 CFR Part 11 Back-translation GxP audit trail IQ/OQ/PQ ready
→ Contact us for early access
⚖️
Enterprise tier · Q4 2026

Legal & Compliance

Contracts, arbitration documents, court filings, cross-border agreements, and compliance documentation. Preserves clause structure, defined terms, and section numbering.

Defined terms Clause numbering Jurisdiction labels Notarial text
→ Contact us for early access
⚙️
Enterprise tier · 2027

Technical & Manufacturing

Safety data sheets (SDS/MSDS), technical manuals, product certifications, and multilingual compliance documentation for global manufacturing operations.

GHS / SDS ISO standards CE marking Part numbers Hazard codes
→ Contact us for early access
Built on AWS

Enterprise infrastructure from day one

🔒

VPC-native deployment

Proprietary documents never leave your AWS environment. DocXlate deploys into your VPC via AWS PrivateLink. No public internet egress required for enterprise tier.

AWS PrivateLink
📈

Fully serverless

Lambda, S3, DynamoDB, and Amazon Translate form a zero-idle-cost architecture. Pay only for documents processed. Scales from one document a week to thousands per day.

AWS Lambda + Translate
🌍

Multi-region ready

Deploy in any AWS region to meet data residency requirements. EU customers can keep documents in eu-west-1. APAC customers in ap-southeast-1. Your data stays where it must.

AWS Regions
📋

Audit trail by default

Every translation decision is logged — which regions were translated, which overflowed, which glossary terms fired. Tamper-evident output for regulated industries.

CloudWatch + S3
🤖

Bedrock-ready

Amazon Bedrock Data Automation integration for complex hybrid pages and image-embedded text. Foundation model extraction where traditional OCR falls short.

Amazon Bedrock
💳

Marketplace billing

Metered billing through AWS Marketplace. Usage tracked per page, per document, or by monthly volume tier. No separate invoicing relationship required.

AWS Marketplace
AWS Marketplace

Subscribe in minutes.
Pay as you translate.

DocXlate is listed on AWS Marketplace. Billing goes directly through your existing AWS account — no new vendor relationship, no purchase order, no separate invoicing.

Metered per-page billing — pay only for what you process
Charges consolidated with your existing AWS bill
Private offers available for enterprise volume pricing
No commitment required for public documents tier
ISV Accelerate partner — eligible for AWS co-sell

DocXlate by Mashrav

Document translation with layout preservation

Public Documents Per page · self-serve
Enterprise Private offer · contact us
Request early access →

Marketplace listing coming Q2 2026

About Mashrav

Document intelligence
for the global enterprise

Mashrav LLC is an AWS-native software company building precision document intelligence tools for organizations that operate across borders and languages.

Our first product, DocXlate, was built to solve a problem we kept seeing: organizations that need faithful, production-quality translations of complex formatted documents — annual reports, regulatory submissions, technical manuals — and have no reliable tool that preserves layout, protects terminology, and produces audit-ready output.

We are headquartered in the United States and operate exclusively on AWS infrastructure. Our customers' documents are processed within their own AWS environment.

Precision over speed

We optimize for translation accuracy and layout fidelity, not raw throughput. A document that looks wrong costs more to fix than it saved to produce.

Extensibility by design

Every domain gets its own pack — glossaries, quality gates, layout profiles, compliance requirements. Generic translation is not our market.

Built for regulated industries

Audit trails, VPC deployment, and data residency are first-class features, not enterprise add-ons. We build for the compliance requirements of pharma and finance from day one.

Get in touch

Ready to translate your documents?

Whether you're processing public financial reports or proprietary pharmaceutical submissions, we'd like to hear what you're working with.

Public documents

Annual reports, investor materials, ESG filings. Self-serve access via AWS Marketplace.

AWS Marketplace →

Enterprise & regulated

Pharma, legal, manufacturing. Private deployment, domain packs, compliance documentation.

admin@mashrav.com →

Partnerships

System integrators, translation agencies, and AWS partners interested in co-sell or reseller arrangements.

gaurav@mashrav.com →

General

Press, research, and general inquiries about Mashrav LLC and DocXlate.

gaurav@mashrav.com →