RAIN / AI in Banking

A payment is morethan one status.

Wire operations involve payment instructions, investigation messages, return requests, and accounting records that answer different questions. Federal Reserve ISO 20022 documentation distinguishes these events and their references. A proposed RAIN study would reconstruct exception histories from approved copies so an operator can inspect the evidence behind a queue status.

Exploratory use case

INTELLIGENCE BELONGS WHERE THE DATA LIVES.

THE BANKING / WIRE OPERATIONS QUESTION

Is this a missing message, a return request, or an actual return of funds?

Trace the lifecycle of a bank payment and its operational messages, keeping a request to return funds separate from evidence that money was returned.

Sector context [1] [2] [3]

A CASE WORTH RECONSTRUCTING

The return was requested. Was it completed?

In a fictional wire-operations case, a customer query remains open while an internal note says that a return was requested.

Banking / wire operations / PILOT SCENARIO01 — REVIEW NOTES
THE CASE CONTEXT

Reconstruct the sequence.

The proposed timeline separates the request from any actual return-payment record and shows whether the accounting extract is complete. If a related record cannot be found, it reports an evidence gap rather than asserting that funds are lost or recovered.

THE HUMAN DECISION

Keep the reviewer in charge.

A wire specialist checks the authoritative payment and accounting systems, determines the current state, and follows the bank’s approved exception process.

A historical message-reconstruction concept. RAIN is not connected to Fedwire or another payment rail and cannot send, recall, release, or return a payment.

Banking / wire operations / PROPOSED WORKFLOW

From a record to a reviewed case.

  1. 01

    Select one wire exception queue

    Choose an operational question such as return-status inquiries and use previously reviewed cases from that queue.

  2. 02

    Map message relationships

    Preserve original references and message types instead of combining every event into a generic sent-or-failed flag.

  3. 03

    Check the accounting context

    Verify whether the selected extracts contain the full relevant report sequence before treating an absent record as an absent event.

  4. 04

    Reconstruct and review

    Present the event sequence and unresolved references to a payments specialist for comparison with authoritative records.

  5. 05

    Measure the explanation

    Evaluate classification and reviewer effort on held-out cases, while keeping all operational actions in the bank’s existing tools.

THE INPUTS THAT MATTER

Follow the record.

Choose a source to see the context it adds to this proposed review.

SOURCE / 01

Original payment references

Approved message identifiers, transaction references, amount, currency, and event times needed to link the selected wire to subsequent records.

SCOPED INPUT · HUMAN REVIEW
SOURCE / 02

Return and investigation messages

Read-only copies of return requests, return payments, and investigation exchanges, retaining message type and references to the original transaction.

SCOPED INPUT · HUMAN REVIEW
SOURCE / 03

Accounting and endpoint reports

The bank’s permitted activity and reconciliation extracts, including report completeness indicators and any identified message gaps.

SCOPED INPUT · HUMAN REVIEW
SOURCE / 04

Internal exception queue

Customer-query category, queue status, owner, and reviewer-confirmed resolution, distinct from the payment network’s own events.

SCOPED INPUT · HUMAN REVIEW

WHAT A PILOT SHOULD PROVE

Define useful
before you measure it.

Suggested evaluation criteria. Set the baseline and acceptance thresholds with the sector team before a trial.

01Lifecycle classification agreement
Agreement with expert labels for the sampled exception states, including the distinction between a return request and an actual return record.
02Unresolved reference rate
The share of sampled messages that cannot be linked confidently to the intended payment, with incorrect links counted separately.
03Evidence assembly time
Median time for an operator to locate the relevant messages and accounting entries, compared with the bank’s existing review process.

THE OPERATING BOUNDARY

Be precise about the scope.

Read-only evidence, no payment authority

The proposed study would not construct or transmit network messages, change beneficiary details, override controls, or retry a payment.

Do not equate messages with money movement

A request, acknowledgement, investigation response, and payment return serve different purposes. The institution’s authoritative records determine the actual state.

Rail-specific semantics

This example is informed by Fedwire documentation. Other payment rails and internal systems have their own message meanings, identifiers, and operating processes.

RESEARCH & CONTEXT

The thinking behind
this use case.

Primary sources reviewed September 2026. These explain the sector context; the scenario and pilot measures are RAIN proposals, not reported customer results or source endorsements.

  1. 01

    Federal Reserve Financial Services

    Fedwire Funds Service ISO 20022: Format FAQs

    The Federal Reserve describes separate payment-return, return-request, and investigation messages and explains how references connect them to earlier transactions.

  2. 02

    Federal Reserve Financial Services

    Fedwire Funds Service ISO 20022: Account Reporting FAQs

    Endpoint and activity reporting provide reconciliation context, including message gaps and indicators that a multi-part activity report is complete.

  3. 03

    Federal Reserve Financial Services

    Fedwire Funds Service Completes ISO 20022 Migration

    The Federal Reserve confirmed the completed Fedwire ISO 20022 migration in July 2025, grounding this example in the current message format.

03 / A FEW DETAILS

Worth understanding.

Would RAIN initiate or block payments?

No. This proposed workflow reviews historical operational evidence. Payment execution and account actions are outside its scope.

Is this a ready-made banking product?

No. Banking is an exploratory use case. Data adapters, access design and meaningful evaluation would need to be developed for the selected workflow.

AI in Banking / EXPLORE THE FIT

Bring the question.
Define the study.

Start with the records, the review team, and the evidence a useful outcome would need. RAIN’s current implementation is a battery-storage simulator; this sector workflow requires its own validation.

Prepare a ai in banking brief