The Intelligence Layer for
Unstructured Data.

Files are how the world stores its knowledge. LMLens reads all of it and hands it back in a shape your product can actually use.

Trusted by teams building with intent

< 3s

Document Parsing

99.2%

OCR Accuracy

20+

Native Languages

What we offer

Universal extraction, structured data.

Send any file type and automatically receive perfectly structured, clean JSON data. Designed for developers who want to skip the infrastructure and get straight to building.

Any File Format

Send scanned PDFs, Hindi audio recordings, video lectures, handwritten notes, or Excel reports — one unified API handles all of it.

Structured Data Out

Define your schema once. LMLens returns clean, structured JSON — ready to be inserted into your database or consumed by your API.

Zero Infrastructure

No ML models to train, no GPU clusters to manage, no scaling worries. One API call replaces an entire extraction stack.

Single API, Every Stack

REST API with SDKs for JavaScript, Python, and more. Drop-in integration in under an hour, no new infrastructure required.

How it works

Two modes. Every use case.

Send any file to a single endpoint and choose how LMLens processes it. RAW gives you everything as plain text. ENHANCED uses OsmiumLLM to understand, structure, and map your data.

RAW

Plain text extraction

Extracts everything as plain text. Like running cat on any file type. No AI formatting.

IndexingSearchPiping into tools
ENHANCEDOsmiumLLM

Intelligent structuring

Extracts + structures data into your desired format and schema. Built for APIs, dashboards, automation, and data pipelines.

APIsDashboardsAutomationData pipelines

Enhanced mode behavior

Schema provided

Maps data to your exact field structure. Missing fields return "No matching data found"

Format, no schema

Auto-structures intelligently based on the content type and detected layout.

Nothing provided

Returns JSON with an auto-detected structure — LMLens decides the best shape.

Supported file types

Every file type, one endpoint.

From standard documents to complex handwritten notes and degraded scans, we support all major formats out of the box with zero configuration required.

Documents

.pdf.docx.doc.pptx.odt.rtf.epub

Images

.png.jpg.jpeg.webp.tiff.bmp.heic

Spreadsheets

.xlsx.xls.csv.tsv.ods

Audio

.mp3.wav.m4a.flac.ogg.aac.wma

Video

.mp4.mov.avi.mkv.webm.flv

Text & Code

.txt.md.json.xml.html.yaml

OsmiumAPI

Build anything with a powerful host of APIs.

Tap into the same multimodal foundation models that power LMLens. Highly optimized for scale, latency, and structural accuracy.

Multimodal Extraction

Powered by OsmiumLLM — understands not just text, but structure, layout, and relationships between elements across any file type.

Document OCRVisionSpeech to TextTranslationStructured OutputEmbeddings

Schema Validation

The most accurate schema enforcement model. Built-in automatic type-casting and zero hallucinations directly in the inference layer.

const schema = {name: "string", age: "number", hasInsurance: "boolean"};

Batch Processing API

Process millions of documents asynchronously. Automatically scales to 50,000 requests per minute with built-in retries and webhook callbacks.

await client.batch.create({files: ["s3://bucket/docs/*"], webhookUrl: "https://api.yourcorp.com/callback",});

Security & Trust

Enterprise-grade security built into the foundation.

We process millions of highly sensitive documents. Your data is isolated, encrypted, and never used to train our foundation models.

Zero Data Retention

By default, files are processed in memory and purged immediately after extraction.

SOC2 & GDPR Ready

Our infrastructure and processes are designed to meet the strictest compliance standards.

No Model Training

Your proprietary data belongs to you. It is never used to fine-tune or train OsmiumLLM.

Isolated Compute

Enterprise workloads run in dedicated, isolated VPCs with end-to-end encryption.

Ready to automate your documents?

Get in touch and see how LMLens can handle document extraction and AI parsing for your organization.

Get API Access