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.

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.

Route

route

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

Split

split

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

Join

join

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

Enrich

New
enrich

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

Payload Shaping

New
payload

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

Surfaces

New
surface

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

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.

Email
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.

bem operator surface
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

One price per function call, any input type. No platform fees, no minimums, no annual commitments. 100 free calls every month.

$0.09 / call
All primitives — Route, Split, Transform, Join, Enrich, Eval & more
Corrections & golden datasets included
Accuracy scoring & regression testing
Human review workflows
Volume discounts — as low as $0.04/call

Add-ons

Extend the platform with fine-tuning, dedicated connectivity, and white-glove engineering support. Available on any plan.

Starting at $500/mo
Fine-tuning — $500/mo per trained function
Private Link — $500/mo, dedicated AWS connectivity
Support — $750/mo, 24hr response, dedicated Slack channel

Enterprise

Custom pricing, dedicated infrastructure, and enterprise-grade compliance for teams with production-scale needs.

Custom
HIPAA, SOC 2 Type II & GDPR compliance
VPC / on-prem deployment options
Custom MSA, DPA, SLA & procurement
Dedicated solutions engineer
Volume commitments & SLAs
Platform | bem