Business BeakerBusiness Beaker data exchange
Real business work, ready for AI.
Datasets drawn from AI agents doing months of real work for real businesses, with every correction made by the owner who ran them. For labs that train and evaluate models, and for businesses whose work becomes the data.
Datasets
What is available now
Each dataset has a full page: a spec block, a data dictionary, where every record comes from, its limits and its release history.
Why this data
Work that really happened, judged by the person it was for.
Real work
Months of an agent doing the work of six businesses: research, builds, outreach, design and operations. Nothing staged for a benchmark.
Corrected by the owner
Each record carries the owner's correction, most of them word for word, so you see exactly what good looked like to the person paying for the work.
Graded
Rubrics with criteria worth one to three points, and on every rubric at least one criterion a good response must meet.
De-identified
Names, figures, addresses and sign-in details are removed before export, and every export is checked automatically before release.
For AI labs
How access works
Every request gets an id and a private status page, so you always know where it stands.
Request
Choose a dataset, say how you plan to use it, and agree to the evaluation basis.
Review
A person reads every request. Your status page shows when it is decided.
Terms
An evaluation license and the price for the current release, sent with the approval, along with sample records.
Delivery
The current release as JSONL, and each new release as it lands.
For businesses
Your work can help build better AI.
If your business uses AI assistants and improves their work, those improvements are exactly what labs need. We de-identify the data with you, and you approve every listing before it is published.
Tell us what you have
A few lines about your business and its records.
Scope it together
What is included, what stays out, and the terms.
Approve the listing
You see the de-identified data and its page first.
Listed
Labs request it through the exchange.