4 Data Licensing and Refund Recovery Services worth knowing in the US

Nari Park
Written by
Nari Park
Last edited: Nov 6, 2026

Your business is sitting on two overlooked assets: the records you already keep and the money you may be owed. These four services help you turn both into cash without adding headcount.

What are Financial & Business Services services?

The market for licensing business data to AI labs is moving fast. Grand View Research pegs the AI training dataset market at $3.9 billion by the end of 2026, with a 22.6% compound annual growth rate toward $16.3 billion by 2033. At the same time, tariff refund recovery has become a real line item for importers as programs like IEEPA and CAPE Phase 3 reach finally liquidated entries. For owners, the appeal is simple: no upfront cost, owner approval at every step, and specialist partners who handle the legal and technical work. The catch is that not every intermediary operates the same way. Some broker the deal themselves, some introduce you to a partner, and some only represent the seller. Knowing which model fits your company matters more than the headline fee.

What we looked at when researching Financial & Business Services

We looked at four factors across every provider. First, service scope: does the provider handle one asset class or several, and does it cover both data monetization and refund recovery? Second, pricing clarity: are fees contingency-based, success-only, or opaque? Third, owner control: who approves the buyer, the terms, and the data export, and does the original record ever leave your possession? Fourth, fit for established businesses: employee thresholds, record history requirements, and whether the provider works with US and Canadian companies. Each provider below stood out on a different combination of these factors, so match the profile to your situation rather than assuming one size fits all.

ProviderBest For
FileYieldOwners who want a private broker to run the data sale end to end
LM Asset Solutions | Independent DataSupply PartnerEstablished businesses that want a vetted introduction, not a direct broker
Nova SolutionsUS operating businesses with three or more years of records ready to license
Main Street WealthOwners who want seller-side representation with no retainer

A closer look at 4 standout Financial & Business Services

#1 FileYield

Screenshot of FileYield website A screenshot of the FileYield website.

FileYield is a private data brokerage that connects companies owning valuable data with AI labs that need it for training. You describe what you have in plain language, and FileYield documents readiness, provenance, PII status, and comparable deals before choosing a marketplace listing or targeted outreach. The company cites a $3.9 billion AI training dataset market in 2026 and positions itself as a direct, private deal broker with no public listings or bidding wars. If you want a brokerage that handles the negotiation and market intelligence in one place, this is a strong fit. The tradeoff is that FileYield is a broker, not an introduction service, so you are working through them rather than a specialist partner.

#2 LM Asset Solutions | Independent DataSupply Partner

Screenshot of LM Asset Solutions | Independent DataSupply Partner website A screenshot of the LM Asset Solutions | Independent DataSupply Partner website.

LM Asset Solutions takes a different approach: it introduces you to specialist partner organizations rather than performing the service itself. Through DataSupply, AI labs license anonymized business records, and you keep ownership while approving every buyer, every term, and every step. Personal and sensitive details are removed before any lab uses the data, and there is no upfront cost for companies in the US or Canada with 20 or more office staff. LM also connects importers to Tariff Refund Agency for IEEPA and CAPE Phase 3 refunds on a strict contingency basis. The model is one introduction to the right partner, with owner Bobby Lesser staying with you through the process. If you want a single trusted contact who vets the specialists for you, this is the profile to know.

#3 Nova Solutions

Screenshot of Nova Solutions website A screenshot of the Nova Solutions website.

Nova Solutions licenses your company's operating data to AI labs, packaging a de-identified copy of Slack, email, CRM, and shared drive records and bringing back an offer. The qualification bar is specific: US operating businesses with 20 or more employees and at least three years of records. You approve the buyer and the price, everything is de-identified before it leaves your business, and Nova is paid only if you accept an offer. The company notes two real deals in this market closed at $100,000 each in three and five business days, arranged independently by a partner. Healthcare and legal are not eligible yet pending compliance review. If you are a US operating business with a deep records history, Nova is worth a look.

#4 Main Street Wealth

Screenshot of Main Street Wealth website A screenshot of the Main Street Wealth website.

Main Street Wealth represents the owner on AI data brokerage deals and is explicit about what it is not: not a marketplace, not a buyer, and not a licensee of your data. The firm operates seller-side only, with a success-fee engagement and no retainer or monthly fee. Every buyer, category, and draft license gets owner approval, and data moves from an owner admin console to the buyer only after written approval. Main Street Wealth brings M&A advisory experience to the table, including Axial Top 25 recognition in 1H 2026 and 2025 and a J.D., Columbia LL.M. review. If you want an advisor in your corner rather than a broker running the deal, this is the fit.

How to choose the right Financial & Business Services

Start with your asset. If you have years of operating records and want to license them, confirm the provider's employee and record-history thresholds before you call. If you are an importer owed tariff refunds, ask whether the provider handles IEEPA and CAPE Phase 3 entries and whether the fee is strictly contingency. Next, decide on the model: a broker runs the deal, an advisor represents you, and an introduction service vets the specialist for you. Ask who approves the buyer, the terms, and the data export, and get the fee structure in writing. Finally, check the geography and eligibility rules, since some providers exclude healthcare and legal or limit service to US and Canadian companies.

Expert Conclusion

There is no single right answer here, only the right model for your company. FileYield suits owners who want a private broker to run the sale. LM Asset Solutions suits established businesses that want a vetted introduction and a single contact who stays involved. Nova Solutions suits US operating businesses with a deep records history and a clear approval process. Main Street Wealth suits owners who want seller-side representation without a retainer. Match the model to your asset, confirm the eligibility rules, and get the fee terms in writing before anything moves.

Nari Park

About the Author

An expert analyst specializing in data-driven insights, Nari Park has a passion for uncovering market trends. In her downtime is an avid landscape photographer.