Predictive Maintenance for ATMs and IT Infrastructure

Predicts failures in ATMs and IT systems from logs and telemetry so they are fixed before outages.

time seriesunverified

0named models

68candidates

0deployments

0in Indonesia

Named Models

The research names no model for this use case.

Where this comes from

Models the research names for this use case. Research, with sources on each model record.

Who Runs It

No deployment is recorded for this use case.

Where this comes from

Documented uses by named organisations. The evidence column says who made the claim.

Candidate Models

TSB-AD

A general benchmark for this model class, not a test on this use case. Time-series anomaly detection, 1,070 series from 40 datasets (VUS-PR); NeurIPS 2024; open to community submissions from 1 Apr 2026. Higher is better.

PaAnoSungkyunkwan University vendor-reported0.53 (Sub)-PCA independent0.42

MOMENT (MOMENT-1-large)Carnegie Mellon University independent0.39 DeepAnT independent0.31 OmniAnomaly maintainer-run0.31 PCA independent0.31

00.51

TimesFM 3.0Google, time seriesReleasedAug 2026open weightshas scoreslast 18 months

Toto 2.0 1BDatadog, time seriesReleasedJun 2026open weightshas scoreslast 18 months

Toto 2.0 2.5BDatadog, time seriesReleasedJun 2026open weightshas scoreslast 18 months

Toto 2.0 313MDatadog, time seriesReleasedJun 2026open weightshas scoreslast 18 months

Granite PatchTST-FM r1IBM, Rensselaer Polytechnic Institute, time seriesReleasedMar 2026open weightshas scoreslast 18 months

Moirai 2.0 smallSalesforce, time seriesReleasedNov 2025open weightshas scoreslast 18 months

Chronos-2Amazon, time seriesReleasedOct 2025open weightshas scoreslast 18 months

FlowState r1.1IBM, time seriesReleasedSep 2025open weightshas scoreslast 18 months

TimesFM 2.5Google, time seriesReleasedSep 2025open weightshas scoreslast 18 months

TiRexNX-AI, time seriesReleasedMay 2025open weightshas scoreslast 18 months

Showing 10 of 68. All models of this class

Where this comes from

Derived, not researched: models in the directory whose class matches a class this use case uses, excluding family records and models shut down or deprecated. Ranked by how many fit facts they meet, then by release date. Each fit fact is read from the model record.

Use Case

Industry: finance and insurance
Model classes: time seriesunverified
Benchmarks or datasets: not in the notes
Regulatory notes: Surat Edaran Menkominfo 9/2023 Etika Kecerdasan Artifisial, Kementerian Komunikasi dan Informatika (now Kementerian Komunikasi dan Digital)Predictive maintenance for ATMs and IT infrastructure is an AI-based service run by an electronic system operator, and the circular asks such operators to build and use AI on the values of inclusivity, transparency, humanity and security.
Tata Kelola Kecerdasan Artifisial Perbankan Indonesia (2025 guideline), Otoritas Jasa Keuangan (OJK)Predictive maintenance for ATMs and IT infrastructure is an AI use in banking, which OJK's AI governance guideline covers across the AI life cycle, including bias, explainability and cyber risk.
POJK 11/POJK.03/2022 Penyelenggaraan Teknologi Informasi oleh Bank Umum, Otoritas Jasa Keuangan (OJK)Predictive maintenance for ATMs and IT infrastructure is part of a commercial bank's information technology, which this regulation subjects to IT governance, risk management, cyber security and rules on using IT service providers.

Where this comes from

From the industry tracks T08 to T10 of the research notes.

R&D Topics

Links to R&D topics are awaiting review.

Where this comes from

Which R&D topics would most change this use case. Drafted by Claude from the topic definitions and the use case; proposed until approved.

Opportunities

Opportunities are awaiting review.

Where this comes from

Gaps found by rule in what the directory holds for this use case. Each is a proposal for review.

Links

IndustryFinance29 use cases, 46 deployments

Use CasePredictive Maintenance for ATMs and IT InfrastructureFinance

Modelsnone recorded

Who Runs Itnone recorded

Graph

Sources

deloitte.com/content/dam/assets-zone3/us/en/docs/services/... https://www.deloitte.com/content/dam/assets-zone3/us/en/docs/services/consulting/2026/ai-use-cases-fsi-2026.pdf

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Predictive Maintenance for ATMs and IT Infrastructure", https://aurion.semai.id/usecases/fin-atm-it-predictive-maintenance/, records of October 2026.