Project AURIONAI Use-Cases Research & Innovation
Industrial

Asset Performance Management

Ensembles of per-asset ML models and failure-mode libraries, increasingly with LLM agents: IBM Maximo APM, GE Vernova APM and SmartSignal, Aspen Mtell, C3 AI Reliability, SAP APM, AVEVA CONNECT.

time seriesLLM
0named models
470candidates
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

SEA-HELM leaderboard, 58 models, SEA average

A general benchmark for this model class, not a test on this use case. SEA average and per-language (incl. Indonesian) scores for open-weight models. Higher is better. Showing 10 of 11.

Alibaba (Qwen)Qwen3.6-35B-A3BAlibaba (Qwen) maintainer-run73.86Alibaba (Qwen)Qwen3.5-35B-A3BAlibaba (Qwen) maintainer-run73.55Googlegemma-3-27b-itGoogle maintainer-run64.54AI SingaporeGemma-SEA-LION-v4-27B-ITAI Singapore maintainer-run64.35OpenAIgpt-oss-20bOpenAI maintainer-run60.64MetaLlama-3.3-70B-InstructMeta maintainer-run60.44Alibaba (Qwen)Qwen3-8BAlibaba (Qwen) maintainer-run60.33Z.ai (Zhipu)GLM 4.7 FlashZ.ai (Zhipu) maintainer-run53.76GoogleGemma-3-4B-itGoogle maintainer-run47.84NVIDIANemotron 3 Nano 30B-A3BNVIDIA maintainer-run46.89
050100
AI SingaporeNemotron-SEA-LION-v4.8-120B-A12BAI Singapore, LLMReleasedSep 2026open weightsIndonesian statedhas scoreslast 18 monthsAI SingaporeNemotron-SEA-LION-v4.8-30B-A3BAI Singapore, LLMReleasedSep 2026open weightsIndonesian statedhas scoreslast 18 monthsAI SingaporeQwen-SEA-LION-v4.5-27B-ITAI Singapore, LLMReleasedMay 2026open weightsIndonesian statedhas scoreslast 18 monthsAlibaba (Qwen)Qwen3.6-35B-A3BAlibaba (Qwen), LLMReleasedApr 2026open weightsruns on edgehas scoreslast 18 monthsNVIDIANemotron 3 SuperNVIDIA, LLMReleased2026open weightsIndonesian statedhas scoreslast 18 monthsNVIDIANemotron 3.5 Lightning 30B-A3BNVIDIA, LLMReleased2026open weightsIndonesian statedhas scoreslast 18 monthsOpenAIgpt-oss-120bOpenAI, LLMReleasedAug 2025open weightsIndonesian statedhas scoreslast 18 monthsIBMGranite 4.2 8BIBM, LLMReleasedSep 2026open weightshas scoreslast 18 monthsGoogleTimesFM 3.0Google, time seriesReleasedAug 2026open weightshas scoreslast 18 monthsTencentHy4-previewTencent, LLMReleasedAug 2026open weightshas scoreslast 18 months

Showing 10 of 470. 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.

Sources

  1. Aspen Mtell | AI-powered Prescriptive and Predictive Maintenance Solution | AspenTech aspentech.com https://www.aspentech.com/en/products/apm/aspen-mtell
  2. Leading Industrial AI in the Energy Sector | GE Vernova gevernova.com https://www.gevernova.com/software/blog/leading-industrial-ai-energy-sector
  3. AI-Powered Predictive Analytics: SmartSignal | GE Vernova gevernova.com https://gevernova.com/software/resources/datasheet/ai-powered-predictive-analytics-smartsignal
  4. arcweb.com/blog/aveva-advances-industrial-intelligence-s... https://www.arcweb.com/blog/aveva-advances-industrial-intelligence-strategy-ai-multi-cloud-asset-lifecycle-partnerships
  5. What’s New in SAP EAM: Exploring the Latest AI-Driven Features emixa.com https://www.emixa.com/blog/whats-new-in-sap-eam-exploring-the-latest-ai-driven-features
  6. Cut Unplanned Downtime by up to 50% with AI c3.ai https://c3.ai/products/c3-ai-reliability/

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Asset Performance Management", https://aurion.semai.id/usecases/ind-apm/, records of October 2026.