AI agents need to learn
how real work gets done.
Next-generation AI agents need to learn how real work actually happens: how decisions get made, how tools get used, how problems get solved, and how actions lead to outcomes.
That knowledge isn't in public data. It lives in the operating history of real companies and it's something AI labs can't get anywhere else.
WorkRecord helps turn that history into a data asset that can reach six or seven figures in value, while continuing to generate long-term royalty revenue over time.
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The work that can become
valuable data
If your team ran real operations in these areas, the record is worth assessing.
How It Works
From first call to ongoing royalty opportunities.
01
INTAKE
Walk us through what exists
A conversation to establish what your systems actually hold. Come as you are - there is nothing to gather or tidy up beforehand.
02
SAMPLING
We test a portion of it
We take a representative slice and judge how far it reaches, how complete it is, and how unusual the domain is. If it doesn't qualify, we tell you plainly.
03
OFFER
One agreement. Ongoing royalty potential.
You get a valuation and a single non-exclusive agreement that sets your royalty rate and permitted uses. As we prepare the record and license it to buyers over time, you keep earning
A vetted buyer network
WorkRecord is backed by a vetted network of frontier AI labs, enterprise AI buyers, and large enterprises seeking high-value real-world operating data - giving your asset more opportunities to earn over time.
Buyer-ready preparation that multiplies value
We transform your complete eligible operating record into an anonymized, structured, labeled, and verifiable environment built for Agentic AI training.
Confidentiality by design
Your raw operating record never needs to reach buyers as-is. We prepare and anonymize the data before approved use while preserving the context that makes it valuable.
WHAT YOU GET
Other buyers pay once and disappear. We license your record to multiple buyers over time, and you earn on each.
One prepared record · Multiple buyers · Ongoing royalties
Value depends on completeness, depth, rarity, quality, rights, and demand.
Start with a confidential call.
Sampling, a firm valuation, and your royalty terms follow. No obligation.
Under NDA from first contact · Anonymized before transfer · Nothing transfers without approval