Data licensing lawyer vs data licensing platform: who does what in an AI data deal

The verdict: your lawyer protects the company, the platform runs the deal

Most companies that license data need both, because they do different jobs. The company's own lawyer advises on whether it can license a set of records, what the agreement commits it to and whether to sign. A data licensing platform such as SourceX runs the transaction: it qualifies the company, guides the data inventory, agrees one all-in price and terms with the company, puts the opportunity in front of AI labs and data buyers, coordinates delivery and collects payment.

Neither replaces the other. A lawyer does not usually bring buyers or organize the delivery of years of records from a dozen systems. SourceX is not the company's legal counsel, and nothing is binding until the company agrees the price and terms and signs. If the model is new to you, start with what data licensing for AI is.

Side by side: who does what

When the lawyer's judgment decides the outcome

Four questions tend to need a legal answer rather than a commercial one.

Who owns what people wrote. The Copyright Office's Circular 30 on works made for hire explains that the employer is the author and owner of work an employee prepares within the scope of employment, while commissioned work from outside contributors counts as work made for hire only in listed categories and with a signed written agreement. Counsel checks whether documents from consultants, agencies and contractors were assigned to the company.

What exactly the company grants. Under 17 U.S.C. 201, copyright ownership can be transferred in whole or in part, and any exclusive right can be transferred and owned separately. That is why a company can license a specific right, such as use for AI training for an agreed term, while keeping ownership and its other rights. Counsel makes sure the grant says only what the company intends.

What the privacy policy promised. FTC staff warned in February 2024 that quietly adopting more permissive data practices, such as using consumer data for AI training, through a retroactive change to terms of service or a privacy policy may be unfair or deceptive. Counsel reviews earlier versions of the company's policies and customer terms, not just the current one.

Health information. HHS guidance on HIPAA de-identification describes two methods, Expert Determination and Safe Harbor, and health information de-identified by either method is no longer protected health information under the Privacy Rule. Records that are mainly protected health information need that analysis, or an authorization, before anything moves.

This is general information, not legal, tax or financial advice. Confirm with your own counsel before acting.

When the platform decides the outcome

The commercial work is where a platform earns its fee:

• Buyer access. A company acting alone has to find out which AI labs want which kinds of records and what an exclusive training license is worth to them.
• Packaging. Strong companies keep records across 10-15+ systems. Turning that into an inventory a buyer can evaluate, with systems, years, record types and export options, is process work, not legal work.
• Price and structure. The company gets one all-in price with SourceX's fee included, a one-time payment and, typically, an exclusive license for AI training for an agreed term.
• Delivery and collection. Moving data from the company's systems to the buyer under the agreed redaction rules, and collecting payment, sits with the platform.

If you are weighing an adviser who charges for strategy work against a success-fee model, the data monetization consultant vs platform comparison covers that choice. For an owner wondering whether a buyer would rather purchase the whole business, see acquiring a company for its data vs licensing the data.

How counsel and SourceX work together, step by step

1. Fit check. The owner runs the company fit checker, or a partner introduces the company.
2. Qualification. SourceX confirms size, history, data breadth and rights with the company's authorized sponsor.
3. Inventory. The company lists its systems and records. Share this with counsel early, together with customer contracts and privacy policy history.
4. Price and terms. SourceX and the company agree price and terms, and counsel reviews them. The term sheet vs license agreement comparison explains what each document does.
5. Buyer review. AI labs and data buyers evaluate the opportunity. Redaction and de-identification rules are settled with the company before any data work starts.
6. Signature. Counsel reviews the license agreement, and the company signs only if the terms work.
7. Delivery and payment. Data is delivered under the executed agreement with the company's authorization, and the company is paid.

What to send your lawyer first

• The data inventory: systems, years of history and record types
• Current and earlier versions of the privacy policy and customer terms
• Customer and partner contracts with confidentiality or data-use clauses
• Employee, contractor and agency agreements with IP assignment terms
• Any earlier data-sharing agreements, including any AI-training license
• Board or owner approvals needed to sign
• The proposed price, terms and draft license agreement once available

Questions to ask each side

The structured vs unstructured data comparison helps both conversations by showing which records buyers tend to value.

When neither a lawyer nor a platform can make it work

Some problems end the conversation regardless of who reviews the agreement:

• The records mainly belong to the company's clients, as at many agencies and outsourcers, and those clients have not consented.
• The data is mostly consumer personal information with no licensing basis, or protected health information without authorization or de-identification.
• Archives were deleted, or nobody can export the data.
• A court, trustee or assignee controls the assets and has not been involved.
• The same data is already licensed for AI training.
• The company does not reach 50+ full-time employees at peak (contractors excluded). The who qualifies page lists the full baseline.

Next step

Owners can check fit, submit an application at sourcex.si/apply, and loop in counsel once the inventory starts. Advisers, lawyers and other professionals who know a qualifying company can register as a partner and make the introduction, subject to their own rules on referral fees and disclosure.