Industries
Fintech: what your operating records are worth to AI research
A fintech company's unit of work is the payment or credit decision, including the steps staff take before money moves. Card numbers, government identity numbers and customer contact details are excluded. That shape is what a license can discuss. It does not price the company or promise a yes.
Up to $150K · $0 cost · 3 days
| Fact | Detail |
|---|---|
| Unit of work | payment or credit decision |
| First exclusion | card numbers |
| First rule | PCI DSS was developed to encourage and enhance payment card account data security and to facilitate broad adoption of consistent data security measures globally. It provides a baseline of technical and operational requirements designed to protect payment account data. PCI DSS is an industry standard, not a statute. PCI Security Standards Council |
| Second rule | At a minimum, cardholder data consists of the full primary account number. Cardholder data may also appear as the full primary account number plus any of the following: cardholder name, expiration date, and/or service code. PCI Security Standards Council |
What Fintech operating records look like
Fintech operating records are the payment or credit decision staff make before money moves, and they are not the card number or the government identity number.
Deciding a payment or a credit line records the rule that fired, the manual step, and the outcome. Handling an exception a person reviews records why a human stopped the flow. The card number, the government id, and the customer's phone are not part of that story. What remains is the decision path.
Other sectors are grouped under company data licensing by industry.
The license itself is explained in how to sell company data to AI companies.
Workflows in Fintech that AI research can learn from
Deciding a payment or a credit line, handling an exception a person reviews, and reconciling the day's movements are three trails inside one payment or credit decision.
- deciding a payment or a credit line
- handling an exception a person reviews
- reconciling the day's movements
Reconciling the day's movements shows breaks between the ledger and the processor, as events. The full day matters because one approved payment hides the ones a person pulled back.
For a related sector's records, read banking company data for AI research or accounting firm data for AI research.
Systems Fintech companies usually run
Chat, tickets, the CRM, and the repository hold the staff side of a payment or credit decision at the company, not the card vault.
Slack holds the exception thread. Jira holds the incident. Salesforce holds the merchant or applicant stage. GitHub holds the rule change. None of those is the card vault.
| System | Category | Why it holds this sector's work |
|---|---|---|
| Slack | Chat | Exception threads between risk and support sit in chat. |
| Jira | Project or workflow | Incidents and rule bugs are tracked as tickets. |
| Salesforce | CRM and sales | Merchant or applicant stage sits in the CRM. |
| GitHub | Anything else | The change to a decision rule sits in the repository. |
What a Fintech license leaves out
Card numbers, government identity numbers, and customer contact details stay out, even when they were typed onto the payment or credit decision.
- card numbers
- government identity numbers
- customer contact details
Card numbers are the primary account number and the security code. Government identity numbers include a social security number or a passport number collected at onboarding. Customer contact details include the email and phone on the profile.
The details that never leave any company are listed in what is never shared.
Rules cited for Fintech records
A note about a payment or credit decision quotes a public source, including where a standard is an industry standard, not a statute, and it does not say a license meets it.
Where a note names a card-security standard, the sentence says it is an industry standard, not a statute. A financial-privacy statute is quoted only with the source's own if: it applies if the company meets that source's definition of a financial institution.
| Rule | What the source says | Source |
|---|---|---|
| PCI Data Security Standard | PCI DSS was developed to encourage and enhance payment card account data security and to facilitate broad adoption of consistent data security measures globally. It provides a baseline of technical and operational requirements designed to protect payment account data. PCI DSS is an industry standard, not a statute. | PCI Security Standards Council |
| Cardholder data | At a minimum, cardholder data consists of the full primary account number. Cardholder data may also appear as the full primary account number plus any of the following: cardholder name, expiration date, and/or service code. | PCI Security Standards Council |
| Sensitive authentication data | Sensitive authentication data is security-related information used to authenticate cardholders and to authorize payment card transactions. It includes card verification codes, full track data from a magnetic stripe or equivalent on a chip, PINs, and PIN blocks. | PCI Security Standards Council |
| Who decides PCI DSS compliance | Whether an entity is required to comply with a PCI Security Standards Council standard, or to validate that compliance, is at the discretion of the organizations that manage compliance programs, such as a payment brand or an acquirer. | PCI Security Standards Council |
| 16 CFR 314.1(b) — When the Safeguards Rule uses financial institution | An entity is a financial institution under the Safeguards Rule if its business is engaging in an activity that is financial in nature, or incidental to such financial activities, as described in section 4(k) of the Bank Holding Company Act of 1956, 12 U.S.C. 1843(k). | eCFR |
| 16 CFR 314.2 — Entities outside the financial-institution definition | The Safeguards Rule states that financial institution does not include entities that engage in financial activities but are not significantly engaged in those activities, or entities that engage in incidental activities but are not significantly engaged in them. | eCFR |
Wind-down specifics for Fintech
Before a fintech company closes its processor account, keep the exception and reconciliation trail of each payment or credit decision, not the card file.
Export the decision log and the exception queue. Do not export the card vault or the identity images. Shutting the processor does not describe how exceptions were worked.
- Export the decision log and the exception queue.
- Leave the card vault and identity images out.
- Closing the processor does not describe how exceptions were worked.
General information only. This is not legal, tax or financial advice.
Related
- Industries
What operating records look like by sector, and what is left out.
- How to sell company data
How to sell or license company data to AI companies, and which route fits.
- What's shared
Which records can be licensed, which details never leave, and what you approve.
- Eligibility
Staff, records, daily-use systems, and the right to license, plus a checker.
- Estimate
US payout bands by staff at peak, and the estimator that uses them.
- Banking
Loan and account cases, with account numbers left out.
- Accounting
Client closes, with returns and workpapers left out.
Questions about fintech company data for AI research
Which cardholder and identity fields never leave a fintech company in a license?
Card numbers never leave a fintech company in a license. Government identity numbers and customer contact details stay out with them. That includes the primary account number, the security code, a social security or passport number collected at onboarding, and the email and phone on the profile. The payment or credit decision can be discussed after those fields are gone. The card vault is not the record.
What does a payment or credit decision look like once personal details are removed?
Once personal details are removed, a payment or credit decision is the rule that fired, the manual step, and the outcome. Deciding a payment or a credit line, handling an exception a person reviews, and reconciling the day's movements are the three trails. One approved payment hides the ones a person pulled back, so the exception queue is part of the history. It does not price the company.
Which finance and support systems should a fintech list in the fit check?
List Slack for the exception thread, Jira for the incident, Salesforce for the merchant or applicant stage, and GitHub for the change to a decision rule. None of those is the card vault. Name the processor as well if staff live in it, and do not export stored cards or identity images. The fit check wants the systems people used every day, not a logo list.
Is a fintech eligible because it processes transactions?
No. Processing transactions does not make a fintech eligible. The fit check is the only place that decides. A payment or credit decision is the unit of work, and card numbers stay out of it. A company that only stored tenders, with no staff trail of exceptions and reconciliations, does not have the operating history this describes. Volume is not a substitute for the staff test.
Sources
- PCI Security Standards Council. PCI Data Security Standard. Checked 2026-11-04
- PCI Security Standards Council. Cardholder data. Checked 2026-11-04
- eCFR. 16 CFR 314.1(b) — When the Safeguards Rule uses financial institution. Checked 2026-11-04
- eCFR. 16 CFR 314.2 — Entities outside the financial-institution definition. Checked 2026-11-04