Real-World Data Procurement
for Frontier Intelligence
Monetize Your Real-World Data
for Frontier Intelligence

Arloh is a data procurement and research company specializing in built-world and physical-world training data for frontier models.

Thesis

As models shift to owning real economic work, what they learn from has to accurately reflect how that work is done.

We believe the next frontier of training data is already sitting inside real companies around the world.

Areas of focus

We source and process data from the following industries for frontier model training and evaluation.

Architecture, engineering, construction, real estate and title. Drawings and models, project records from bid to closeout, and the transactions around property.

AutoCAD drawings
.dwg
Revit models
.rvt
BIM exchange
.ifc
SketchUp models
.skp
ArchitectureEngineeringConstructionIndustrial

Manufacturers, machine shops and industrial engineering firms. CAD and CAM files, work orders, quality and inspection records, and plant retrofit projects from scan to install.

3D part models
.step
SolidWorks parts
.sldprt
Print and mesh files
.stl
CNC programs
.nc
ManufacturingAutomationFabricationLogistics

IT services, logistics, professional services and hospitality. Tickets, dispatch, client work and bookings, with the communication around them, across years of operating history.

Email archives
.eml
Client documents
.docx
System exports
.csv
Presentations
.pptx
IT servicesLogisticsProfessionalservicesHospitality

Lending and mortgage, insurance, accounting, wealth and fintech. Loan files and underwriting decisions, ledgers and reconciliations, and the software behind financial products.

Financial models
.xlsx
Loan and policy files
.pdf
QuickBooks files
.qbo
Bank statements
.ofx
Valuation advisoryTransaction advisoryAccountingFintech

Software, gaming, simulation and robotics: codebases, game and simulation assets, and robot sensor logs.

Rust code
.rs
COBOL code
.cbl
Unreal assets
.uasset
Robot logs
.bag
SoftwareGamingSimulationRobotics

How it works

From a first call to a paid license. You do the beginning and the end. We do the rest.

Intro callInventorySampleBuyersLicenseExportPayout
  1. Intro call

    We learn what your firm does and what you've kept.

  2. Inventory

    You list your systems. We turn it into a data card.

  3. Sample

    Our CTO builds it with you from a few real projects. You keep it.

  4. Buyers

    We take the package to the labs and bring offers back.

  5. License

    Non-exclusive first, signed directly with the lab.

  6. Export

    After signing, a third party strips every identity.

  7. Payout

    Through escrow. Our fee comes out of the deal, never upfront.

Intro callInventorySampleBuyersLicenseExportPayout
  1. Intro call

    We learn what your firm does and what you've kept.

  2. Inventory

    You list your systems. We turn it into a data card.

  3. Sample

    Our CTO builds it with you from a few real projects. You keep it.

  4. Buyers

    We take the package to the labs and bring offers back.

  5. License

    Non-exclusive first, signed directly with the lab.

  6. Export

    After signing, a third party strips every identity.

  7. Payout

    Through escrow. Our fee comes out of the deal, never upfront.

Intro callInventorySampleBuyersLicenseExportPayoutYouUs
  1. Intro call

    We learn what your firm does and what you've kept.

  2. Inventory

    You list your systems. We turn it into a data card.

  3. Sample

    Our CTO builds it with you from a few real projects. You keep it.

  4. Buyers

    We take the package to the labs and bring offers back.

  5. License

    Non-exclusive first, signed directly with the lab.

  6. Export

    After signing, a third party strips every identity.

  7. Payout

    Through escrow. Our fee comes out of the deal, never upfront.

Intro callInventorySampleBuyersLicenseExportPayoutUsThe labYou
  1. Intro call

    We learn what your firm does and what you've kept.

  2. Inventory

    You list your systems. We turn it into a data card.

  3. Sample

    Our CTO builds it with you from a few real projects. You keep it.

  4. Buyers

    We take the package to the labs and bring offers back.

  5. License

    Non-exclusive first, signed directly with the lab.

  6. Export

    After signing, a third party strips every identity.

  7. Payout

    Through escrow. Our fee comes out of the deal, never upfront.

Intro callInventorySampleBuyersLicenseExportPayout
  1. Intro call

    We learn what your firm does and what you've kept.

  2. Inventory

    You list your systems. We turn it into a data card.

  3. Sample

    Our CTO builds it with you from a few real projects. You keep it.

  4. Buyers

    We take the package to the labs and bring offers back.

  5. License

    Non-exclusive first, signed directly with the lab.

  6. Export

    After signing, a third party strips every identity.

  7. Payout

    Through escrow. Our fee comes out of the deal, never upfront.

Intro callInventorySampleBuyersLicenseExportPayoutwith us
  1. Intro call

    We learn what your firm does and what you've kept.

  2. Inventory

    You list your systems. We turn it into a data card.

  3. Sample

    Our CTO builds it with you from a few real projects. You keep it.

  4. Buyers

    We take the package to the labs and bring offers back.

  5. License

    Non-exclusive first, signed directly with the lab.

  6. Export

    After signing, a third party strips every identity.

  7. Payout

    Through escrow. Our fee comes out of the deal, never upfront.

Discovery to delivery

Start with a prepared dataset or scope a bespoke request with us. We source it, prepare it and deliver it, ready to train.

Engagement type
  1. Step 1

    Scope

    Tell us what your model needs to learn.

    Browse

    Explore the datasets across our domains.

  2. Step 2

    Source

    We procure the companies that match the request.

    Sample

    Review a sample and its data card.

  3. Step 3

    Sample

    Review samples and pilot tasks.

    License

    License the dataset, ready for training.

  4. Step 4

    Deliver

    Receive final datasets, ready for training.

Work with us

For Operators

Monetize your real-world data. We prepare it and license it for frontier model training.

For Labs

Licensed built-world and physical-world data from real companies, ready for frontier model training and evaluation.

Get in touch

For bespoke inquiries, reach out to contact@arloh.ai.