Business Data for AI Training

Traceable, context-rich data for training frontier AI systems, spanning everyday digital work and complex engineering files.

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BUSINESS DATA AT COMPANY SCALE

Business data
across company workflows

Emails, spreadsheets, documents, presentations, and software workflows, alongside native engineering data such as SolidWorks assemblies, AutoCAD drawings, STEP models, simulation outputs, and revision histories.

Explore available data

EXAMPLE DATASETS

CO-0184ENGINEERINGBattery enclosure project12 linked files

CO-0731Three-year operating planXLSX · 18 tabs

CO-1028Product launch threadEML · 46 messages

Business data network

Company workflows · native files · linked context

PASSBusiness systems covered

Communications, documents, spreadsheets, and operational records.

PASSNative files preserved

Original formats, metadata, and relationships remain available.

READYEngineering depth available

CAD, drawings, simulations, and revision histories are included.

Native assets and structured metadata are packaged together.

PROJECT-LEVEL CONTEXT

Complete projects,
not isolated files

Related files stay together across a project. For engineering work, that can include assemblies, components, drawings, specifications, spreadsheets, and supporting documents. Where available, revisions show how the work evolved.

Review our data structure

project-contextrelationships.jsonversions.log

Orla contextproject / ORLA-ENG-031

$ orla inspect ORLA-ENG-031 --relationships --versions

├─ 8 related project files linked

├─ assembly dependencies resolved

├─ business context attached

└─ 4 native revisions ordered

✓ project context ready / relationships preserved

TRACEABLE PROVENANCE

Ownership and quality
you can trace

Each collection can include source records, ownership and permitted-use documentation, fraud-screening results, and file-integrity reviews.

Review our diligence process

OverviewOwnershipIntegrityAudit trail

Example collection ORLA-BD-042

Illustrative source, ownership, and integrity records

PASSOwnership verified

The source company and permitted use are recorded for every file in the collection.

PASSFraud screening passed

Company identity, supporting evidence, and file history have been reviewed.

READYFile integrity confirmed

Native assets and metadata match the documented source records.

This example shows how a provenance record can accompany a collection.

EXAMPLE DILIGENCE RECORDS

JSONVERIFIEDownership.jsonSource and usage rights

LOGfile-integrity.logNative asset checks

PDFlicense-evidence.pdfPermitted use attached

CUSTOM ACQUISITION

Acquire the files your research requires

When a dataset does not yet exist, we work with companies in our network to source specific formats, industries, workflows, and project types.

Any business file

Source the exact formats your research needs, from CAD assemblies and simulations to spreadsheets, documents, and email.

Companies matched to your brief

Match companies by industry, workflow, project type, and company profile across our network.

Context and provenance included

Receive native files with ownership records, related project context, and revision history when available.

acquire-datarequest.yamlnetwork.log

Orla acquisitionrequest / ORLA-ACQ-018

> orla acquire --formats SLDASM,DWG --context revisions

:: matching company network

:: eligible companies found

:: native file availability confirmed

:: ownership review queued

[done] acquisition brief ready / collection can begin

Build the dataset your research needs