INFRASTRUCTURE FOR INTELLIGENT PRODUCTS

AI Primitives for Production Applications

Build products that understand your users data, however unstructured or messy. Build production workflows, no chatbots with bem's trainable atomic functions. No prompts, no hallucinations.

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REST API • Observable • Evals • Inference through functions, not prompts

Compute Primitives for Unstructured Data

bem decomposes complex cognitive tasks into atomic, optimizable functions.

RoutePayroll Operations

TransformList of Employees

TransformW2 Extraction

SubscriptionSent to HRIS

Transform

transform

Extract structured data from any document type using layout-aware models. bem uses the best model for the best task from our constellation of VLMs and LLMs. Ready for the most diverse inputs from photos to spreadsheets.

emailpdfxlsxxlsxmldocxcsvtextjsonpngjpegheicheifwebphtmlwavmp3m4a

Dev Note: Supports schemas defined in standard JSON Schema.

Route

route

Semantic logic gates. Classify inputs (e.g., "Invoice" vs. "Receipt") and direct traffic to specific pipelines.

Dev Note: Zero-shot classification with <50ms latency.

Split

split

Handle massive files. Semantically split a 100-page packet into individual transaction records.

Dev Note: Map-Reduce pattern for PDFs.

Join

join

Transform simultaneously multiple inputs into one output. The first relationally semantic transformation process.

Dev Note: Aggregates results from parallel processing.

Enrich

New

enrich

Hydrate extracted data with your own source of truth. Perform semantic search against uploaded Collections (Vendor DBs, GL Codes) mid-flight.

Dev Note: Integrated Vector RAG.

Payload Shaping

New

payload

Transform and customize input payloads using JMESPath expressions. Reshape complex structures into standardized formats for downstream APIs.

Dev Note: Server-side JSON transformation.

Surfaces

New

surface

Human-in-the-loop interfaces. Auto-generated UIs for review, correction, and approval workflows.

Dev Note: Generates React components from schema.

Composable Workflows

bem's functions are arranged via workflows. You define the path, the logic, and the fallback states. We execute it with rigorous traceability, ensuring reliability at scale.

Idempotent Execution

Re-run payloads safely.

Branching Logic

Handle edge cases explicitly (e.g., if confidence < 0.9 then route_to_human).

State Management

We handle the state between function steps so you don't have to.

PDF

XLSX

DOCX

IMG

JSON

Ingestion

EmailREST API

bem WorkflowComposable Primitives

Webhooks

Subscriptions

Accuracy you can measure.
AI you can test

Don't ship on vibes. bem treats accuracy like code coverage.

Automated Evals

Define golden datasets and run statistical analysis on every model update. Measure Precision, Recall, and F1 Scores before promoting to production.

Regression Testing

Catch drift instantly. Re-run historical payloads against new function versions to ensure you haven't broken existing logic.

Human-in-the-Loop Queue

Route low-confidence transformations to a built-in labeling UI. Corrections automatically fine-tune the function, creating a virtuous cycle of accuracy.

Live Test Results

98.7% Pass Rate

Last 24 hours +1.2%

-24h-18h-12h-6hNow

Designed for the Modern Stack

Everything is an API call.

curl -X POST https://api.bem.ai/v2/functions/invoice-processor/call \
  -H "Authorization: Bearer $BEM_API_KEY" \
  -F "file=@invoice_batch.pdf" \
  -F "metadata={"priority": "high"}"

Strict Typing

Enums, Date formats, and Number constraints are enforced.

Version Control

Every function and workflow is versioned. Rollback instantly via API.

Zero Retention Mode

Process sensitive data without persisting it on our servers.

Ready-to-use Generative Surfaces

Use your existing data lake or spin up products immediately. bem has generative surfaces that are ready for operators to enhance your existing product or create new ones.

DeploymentMulti-tenant Cloud, Private Link, and On-prem available.

ComplianceSOC 2 Type 2, HIPAA.

Uptime99.99% SLA available.

How it works

Building your AI product with bem is as easy as setting up a workflow and integrating with our API. It takes hours, not days.

Pricing that scales with you

Pay as you go

Everything you need to get started building intelligent features. Perfect for teams looking to ship product faster and automate their first set of unstructured data workflows.

Per call

Unlimited workflows

Access to functions

Full API access

Email support

Unlimited team licenses

Start building

Grow

Everything included in Pay as You Go plus access to priority support and CS engineering solutions, in platform fine-tuning, and LLM Evals for accuracy thresholds.

Usage-based + platform fee

Unlimited workflows

Access to functions and LLM Evals, bem Accuracy monitor