Precision knowledge for frontier AI.

Lunchbreak licenses CAD and life sciences records from the firms that created them, and pays the engineers and scientists who can explain them. You keep ownership. AI learns how physical work actually gets done.

Engineer or scientist? Estimate your earnings
100%of ownership stays with you
$60–200per hour for experts, set by field
$100kmaximum fee per business referred
60+identifier types removed before review

How it works

Two ways to work with us, one standard of care. Every record is anonymized, every rate is agreed in writing, and you can walk away before anything is signed.

  1. 1

    Connect what you choose

    Point us to the archive: PDM vaults, network drives, lab notebooks, project channels. You pick the folders and date ranges, and nothing moves without your sign-off.

  2. 2

    We anonymize it

    Names, emails, client identifiers and patient details are removed before anyone reviews a file. You see exactly what was taken out.

  3. 3

    We value the record

    Revision history, design rationale and test results are what make a record valuable. A sample review turns your estimate into a written offer.

  4. 4

    You get paid

    Sign a license, keep ownership, and receive payment to your business account. You can stop at any point before signing.

Read the full process
archive / manifest

Built for the hard sciences

General-purpose data brokers buy volume. We specialize in fields where a single revision note or failed assay carries years of judgment.

For CAD businesses

Native models, drawings, revision history and the review threads that explain every change. Mechanical, product, tooling and architectural firms hold the most complete record anywhere of how physical things get designed.

SolidWorksCreoSiemens NXCATIAFusionAutoCADRevitPDM / PLM

For life sciences

Lab notebooks, protocols, instrument output and imaging, along with the reasoning that connected one experiment to the next. Biotech, CROs, diagnostics and academic labs generate exactly the context models lack.

ELN exportsLIMSMicroscopyFlow cytometryqPCRSequencingAssay dataSOPs

Other technical fields

Materials, chemistry, energy, semiconductors and civil infrastructure. If your work is precise and your records are deep, we want to talk.

See all fields

Architecture and BIM

Design options, coordination models and the RFIs between them. The decisions that turned a massing study into a building.

For architecture firms

Confidential by design

Your records describe your clients, your people and your methods. We treat them that way, with controls you can see and terms you can read.

You keep ownership

We license defined usage rights. The records stay yours.

Anonymized first

Identifiers are removed before any person reviews a file.

Never published

Use is limited to training and evaluation, under contract.

Stop any time

Before signing, we halt and delete on request.

Questions, answered

Something else on your mind? Write to hello@lunchbreak.com

What is Lunchbreak?

Lunchbreak connects the people and firms who do technical work with the teams building frontier AI. Businesses license historical engineering and research records. Experts are paid to review, test and teach models in their field. In both cases, AI learns from how real work gets done.

Who uses the data and expertise?

AI research labs and enterprise teams training models for engineering, design and scientific work. Every engagement is covered by confidentiality and permitted-use terms. Nothing you share is published.

How is confidential information protected?

Records are anonymized before anyone reviews them, with names, emails, client identifiers and patient details removed. Data is encrypted in transit and at rest, access is logged, and you approve the final dataset before it leaves our hands. See security.

Where is Lunchbreak based?

New York. We work with firms and experts in the United States, Canada, the UK and the EU, with more regions opening through 2027.

Find out what your work is worth.

A two-minute estimate for your archive, or for your hours. No commitment, and nothing leaves your hands until you say so.