How an online retailer can license returns and service data

Yes, you can license your online retailer's returns and customer-service data to AI labs if your company meets the eligibility criteria we use for all sellers. The quickest way to find out is to run the free fit check on our site; it tells you in seconds whether your data qualifies for a deal.

Why returns and service history matter to AI labs

AI labs build large language models, reinforcement-learning environments, and specialty tools that need real-world business workflows to learn from. The end-to-end chain of a return request, what the customer wrote, how the ticket was investigated, the internal decision points, and the final resolution, gives a model concrete examples of problem solving, policy enforcement, and inventory management.

A raw email archive shows only a fragment of that story. A complete ticket, with problem description, investigation notes, and outcome, provides far richer training signal. Labs look for datasets that include:

• Return tickets that list reasons, product IDs, and the action taken.
• Chat transcripts where agents negotiate refunds or exchanges.
• Order-level metadata such as timestamps, shipping zones, and payment method.
• SOPs or internal guides that agents follow when handling disputes.

The longer the continuous history on the same support platform, the higher the price a lab may offer. A niche market, say a specialty sports-gear retailer, adds extra value because few other datasets cover that segment.

What makes an online retailer a fit

To be considered, a company must have at least thirty full-time employees. There is no upper limit; larger retailers usually generate more data, which can translate into larger offers. We evaluate three key factors: data volume, data type, and rights. Data volume means you have enough returns and service interactions to reveal meaningful patterns. Data type refers to structured tickets, chat logs, and any accompanying SOPs or knowledge-base articles. Rights means you own the records and your customer contracts permit de-identified use.

If you can check each of those boxes, the free fit check on our sell page will confirm eligibility. The check asks only a few basic questions; no raw data is uploaded at this stage.

Not sure your company is a fit? Take the free check

How the licensing process works

When the fit check comes back positive, we move through a three-step workflow that protects your data at every stage. First, you answer a short questionnaire about the data scope, the tools you use, and any compliance considerations; no raw files leave your environment. Next, we forward the one-page summary to several large AI labs, each of which returns a quote and its licensing terms. We then present a side-by-side comparison so you can pick the offer that best aligns with your goals. Finally, after you accept a quote, the buyer and you agree on de-identification details, raw-file handling, and deletion timelines. The data is exported to a locked workspace, de-identified, and the original copies are destroyed on a recorded date.

The full flow is illustrated on our how-it-works page, and the button below will launch the process for you.

Privacy, de-identification, and legal checks

Even though the AI lab pays the broker fee after the deal closes, the data must be stripped of any personally identifiable information (PII) before a lab ever sees it. Our de-identification service replaces names with stable placeholders like "employee 632," removes exact dates, locations, and any numbers that could identify a person, then destroys the key that maps back to the original values.

We do not claim any certification; the test that decides whether information is still personal depends on where the individuals in the data reside. Your counsel will confirm which regional privacy rules apply, and you can read more about those rules on our regions page. If you prefer to handle de-identification yourself, that can be negotiated case by case in the contract.

What you can do right now

A quick self-assessment will tell you if your retailer is a strong candidate. Ask yourself these three questions:

1. Do we have at least thirty employees handling returns and support?
2. Are our return tickets and chat logs stored in a system we control?
3. Do our customer agreements permit us to share de-identified versions of those records?

If you answered "yes" to all, click the button below to run the free fit check. You'll get an instant result and, if you qualify, clear next steps to prepare a summary for potential buyers.

Take the first step now. The button below opens the eligibility questionnaire.