Introducing Forge — Drop your data. Deploy.

The production layer for unstructured data.

Transform messy documents, video, audio, and images into production workflows for your most critical operations. Trainable. Deterministic. It never guesses.

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RTX-3090
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Tomatoes (Organic)
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SKU: Tomatoes Matched
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Build products that understand unstructured data

bem handles the intake of any unstructured format, at any volume. From audio recordings and messy email threads to 100-page PDFs.

emailpdfxlsxxlsxmldocxcsvtextjsonpngjpegheicheifwebphtmlwavmp3m4a

Automate critical operations

Don’t trust your mission-critical workflows to brittle parsers. Transform emails, invoices, and documents into rigid, production-grade data.

Transform the messiest data into an asset

Achieve production-grade precision. Our models go beyond simple OCR, understanding layout and context to extract structured data where generic models fail.

For operations where AI can't fail

Route low-confidence data to a review queue. Your team validates the edge cases, and bem auto-trains on those corrections to prevent future errors.

Startups to Fortune 50 companies run on bem

WHAT OUR CUSTOMERS USE BEM FOR

Automate your most critical operations.

The operations that actually run your business — insurance claims, financial reconciliation, shipping documentation, healthcare billing — are still manual. bem closes the gap between 'we extracted your data' and 'your operation is complete.'

Finance & AP

Automate the Financial Backbone

Ingest invoices from thousands of vendors, extract line items and GL codes, and reconcile them against Purchase Orders in your ERP.

Healthcare & Insurance

Adjudicate Faster, Compliantly

Process medical receipts, EOBs, and handwritten claim forms instantly. Strictly validate member IDs and procedure codes against your internal policy database.

Logistics & Supply Chain

Unify Global Documentation

Standardize Bills of Lading, Customs forms, and packing lists across global vendors. Convert multi-language documents into a single source of truth for inventory.

Critical Operations → Product

Productize Your Critical Operations

Create software products that meet your customers, partners, and operators where they're at and understand the messiest documents and audio. Embed bem in your product to achieve cutting-edge UX, higher conversion, higher NPS, and seamless operational products.

Ingest any inputs
Route
Transform & Analyze
Evals / Auto-training
Enrich, Act, and Sync with Systems
FOR BUILDERS

Build products where your users never fill out a form again.

Embed bem directly in your product. Your users drop a document, snap a photo, or send a voice memo — and your system already has what it needs. No forms. No manual entry. No glue code.

Architecture

API-First Architecture

RESTful endpoints for ingestion, polling, and webhooks. We are a pipe, not a destination. Every step of bem's workflows is subscribable via our event-driven orchestration engine, trainable, and auditable.

Reliability

Type-Safe Guarantees

Define strict schemas and Enums. If the AI cannot map the data to your specific requirements (e.g., VISA vs MASTERCARD), it flags the exception. It never guesses.

Security

Data Sovereignty & Security

Deploy via Private Link, On-Prem, or dedicated VPC. We offer zero-retention policies for highly regulated environments.

Platform

AI Functions that work

Every piece of functionality in bem is within guardrailed, secure functions.

The AI Primitives for Production-Grade Applications

No more brittle parsing, no more manual cleanup, bem is the unified layer for unstructured data. Build the next generation of products that understand your users' most complex data. No more manual form entries.

How it works

Extract

Automatically structure any unstructured input.

Compose

Use primitives to transform, route, enrich, and split data.

Deploy

Monitor with evals, embed outputs into workflows or operator surfaces.

A general principle at Fleetio is that we want to automate things as much as humanly possible. The 2/3 of customer time saved per entry multiplied by the time of a month or a year or something like that, it's a lot of time. Totals including line items, they were 100% accurate.
—Product Leader from Fleetio
Pattern background
Turn documents into decisions. Automatically.

For the work that's too important to get wrong.

Agents guess. Bem doesn't. Every function is individually trainable, every decision is auditable, and schema-valid output is enforced by architecture — not by hope. Built for environments where 'it usually works' isn't good enough.

Infrastructure & application security

Data governance and policy controls

Secure deployment: on-prem, VPC, or cloud.

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Start to see it in action?

Talk to our team to walk through how bem can work inside your stack.

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