RAIN / Use cases
Different environments.One local-first idea.
Start with a real operational question. Explore our renewable-energy foundation and the possibilities for other data-sensitive environments.
Energy first. More to explore.
01 / EXPLORE
Find your starting point.
Energy storage is our simulator foundation. Other applications describe directions to investigate with a design partner.
Simulator foundation
Energy Storage
Explore RAIN’s battery-storage simulator foundation: align module temperatures, power, state of charge, and environmental context inside a local learning loop.
ExploreProposed application
Solar
Put inverter behavior beside irradiance, module temperature, and operating events. Explore a more useful way to distinguish a production anomaly from a weather or availability change.
ExploreProposed application
Wind
Explore drivetrain behavior with load, speed, weather, and maintenance history in view. Help a reliability engineer inspect a changing pattern before deciding what it means.
ExploreProposed application
Power & Utilities
Explore a read-only review of transformer loading, temperature, and maintenance history. Give an asset engineer a coherent event to investigate across scattered operating records.
ExploreExploratory use case
Financial Services
Securities operations teams reconcile records that pass between investment managers, brokers, and custodians. The SEC’s T+1 framework and DTCC’s matching workflows make allocation, confirmation, and affirmation distinct steps worth tracing. A proposed RAIN study would examine the evidence behind recurring exceptions in approved historical extracts.
ExploreExploratory use case
Credit Unions
A member may move between a branch, a secure message, and a service queue while one request is still unresolved. NCUA’s materials emphasize member service, careful AI oversight, and the importance of correspondence in complaint review. A proposed RAIN study would trace these handoffs so staff can see where information or ownership was lost.
ExploreExploratory use case
Insurance
A property claim can bring together loss descriptions, photographs, inventories, receipts, and changing repair estimates. NAIC’s claims guidance describes this evidence-rich process; its AI materials emphasize oversight and data quality. A proposed RAIN study would help reconstruct the claim packet and its revisions for an adjuster’s review.
ExploreExploratory use case
Healthcare
A hospital’s energy profile is shaped by cooling, reheat, fans, pumps and the requirements of the spaces they serve. A proposed RAIN pilot would help facilities engineers investigate equipment trends in context, using operational telemetry without patient records or clinical decision-making.
ExploreExploratory use case
Professional Services
In a project handover, the newest file is not necessarily the issued or accepted record. Architecture and engineering teams need to connect revisions, permitted use, recipients and unresolved comments. This research direction focuses on reconstructing one delivery package rather than building an unrestricted document assistant.
ExploreExploratory use case
Aerospace & Defense
A different test trace may reflect the article, the fixture, the procedure or the measurement chain. Ground-test review needs those versions together. The proposed RAIN study would help a test engineer reconstruct that evidence before comparing runs or escalating a discrepancy.
ExploreExploratory use case
Life Sciences
A laboratory reading makes more sense alongside the equipment state, room conditions and recent service. A proposed RAIN pilot would follow a research freezer’s recovery behavior and energy use, giving lab managers a contextual record to investigate without interpreting experiments or altering sample protocols.
ExploreExploratory use case
Education
A campus changes rhythm between lessons, evening events, holidays and maintenance. A proposed RAIN pilot would compare building energy and equipment operation with those schedules, helping facilities staff investigate unexpected runtime while preserving the environmental conditions required for occupied spaces.
ExploreExploratory use case
Oil & Gas
Auxiliary rotating equipment needs more than an isolated high reading. Temperature and vibration have to be reviewed with duty, load, sensor history and recent work. A proposed RAIN study would organize that context for a reliability engineer, with an explicit separation from plant protection and control.
ExploreExploratory use case
Pharma
A process trend depends on the unit operation, recipe phase, equipment state and the records behind it. A proposed RAIN evaluation would replay authorized historical data in a separate environment, testing whether contextual observations help process engineers investigate variability while quality teams retain control over records and changes.
ExploreExploratory use case
AI in Banking
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.
ExploreExploratory use case
BSA/AML AI
BSA/AML work includes identifying unusual activity, researching its context, and making an authorized reporting decision. FFIEC and FinCEN distinguish those stages. A proposed RAIN study would assemble a source-linked case chronology and expose missing context, leaving interpretation and any filing decision with the institution’s designated staff.
ExploreExploratory use case
AI Fraud Detection
Payment fraud is not a single class of event. The Federal Reserve’s voluntary FraudClassifier distinguishes who initiated a payment and how the event occurred; the FBI describes business-email compromise that exploits apparently familiar requests. A proposed RAIN study would evaluate specific review signals against those distinctions, rather than promising one universal fraud score.
ExploreExploratory use case
Data Sovereignty
A local inference process is only one part of a data boundary. Support sessions, diagnostic exports, backups and retained artifacts need their own account. The proposed evaluation maps one dataset from collection to disposal, pairing declared rules with evidence the responsible team can inspect.
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RAIN is preparing for its first field pilot. Start by defining the environment, the data boundary, and what success should look like.