Industrial Copilots and Maintenance Assistants

LLMs wrapped in agents over CMMS, manuals and historians: Siemens Industrial Copilot, Cognite Atlas AI, Honeywell with Gemini, SAP Joule, Rockwell FT Optix (Phi), AVEVA assistant, GE Vernova Proficy AI Assistant.

LLM

9named models

399candidates

14deployments

2in Indonesia

Named Models

Claude Sonnet 4.5AnthropicReleasednot in the notesRuns onnot in the notesClassLLM

Anthropic model behind Claude for Life Sciences (20 Oct 2025); scores 0.83 on Protocol QA against a 0.79 human baseline. Also benchmarked by Cognite for Atlas AI.Commercial use: proprietary terms; Jakarta hosting: cross-region only; Indonesian support: not stated

Claude 4 SonnetAnthropicReleasednot in the notesRuns onnot in the notesClassLLM

Included in Cognite's Atlas AI LLM benchmark report.Commercial use: proprietary terms; Jakarta hosting: cross-region only; Indonesian support: not stated

Gemini 2.5 FlashGoogle DeepMind, GoogleReleasednot in the notesRuns onnot in the notesClassmultimodal LLMGemini 2.5 model, limited to past users.Commercial use: proprietary terms; Jakarta hosting: unknown; Indonesian support: not stated

GeminiGoogle DeepMind, GoogleReleasednot in the notesRuns onnot in the notesClassmultimodal LLMGoogle DeepMind's proprietary model family, from Gemini 2.5 through Gemini 3.x Flash to Gemini 4 Argon.Commercial use: proprietary terms; Jakarta hosting: unknown; Indonesian support: not stated

Gemini NanoGoogleReleasednot in the notesRuns onmobile or NPUClassedge LLM

On-device Gemini model that Honeywell plans to use on edge devices.Commercial use: proprietary terms; Jakarta hosting: unknown; Indonesian support: not stated

PhiMicrosoft AIReleasednot in the notesRuns onnot in the notesClassedge LLMMicrosoft small language model family adapted for industry (Rockwell FT Optix Food & Beverage, Sight Machine Factory Namespace Manager).Commercial use: not stated; Jakarta hosting: unknown; Indonesian support: not stated

NemotronNVIDIAReleasednot in the notesRuns onnot in the notesClassLLMNVIDIA model family named for Siemens EDA software copilots.Commercial use: not stated; Jakarta hosting: unknown; Indonesian support: not stated

GPT-5 miniOpenAIReleasednot in the notesRuns onnot in the notesClassLLMSmall GPT-5 model, GA in GitHub Copilot.Commercial use: proprietary terms; Jakarta hosting: unknown; Indonesian support: not stated

GPT-5OpenAIReleasedAug 2025Runs onnot in the notesClassLLMOpenAI's GPT-5.x line (GPT-5.2, 5.4, 5.5, 5.6 and Codex variants), predecessor of GPT-6.Commercial use: proprietary terms; Jakarta hosting: unknown; Indonesian support: not stated

Where this comes from

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

Who Runs It

production, 11pilot, 1planned, 2

PT Pertamina Geothermal Energy Tbk (PGE)

PT Pertamina Geothermal EnergyCountry: IndonesiaGENIUS AI work assistant on internal data (model not named)Vendor: not statedproductionDate14 Jul 2026Launched; no results statedEvidence: company statementConfidence: lowSource: indotelko.com

ADNOC OffshoreCountry: United Arab EmiratesCognite Atlas AIVendor: CogniteproductionDate9 Sep 2025Evidence: company statementConfidence: lowSource: cognite.com, en.wikipedia.org

Aker BPCountry: NorwayCognite Atlas AIVendor: CogniteproductionDate9 Sep 2025Evidence: company statementConfidence: lowSource: cognite.com, en.wikipedia.org

CelaneseCountry: not in the notesCognite Atlas AIVendor: CogniteproductionDate9 Sep 2025Evidence: company statementConfidence: lowSource: cognite.com

HessCountry: not in the notesCognite Atlas AIVendor: CogniteproductionDate9 Sep 2025Evidence: company statementConfidence: lowSource: cognite.com

HMHCountry: not in the notesCognite Atlas AIVendor: CogniteproductionDate9 Sep 2025Evidence: company statementConfidence: lowSource: cognite.com

IdemitsuCountry: JapanCognite Atlas AIVendor: CogniteproductionDate9 Sep 2025Evidence: company statementConfidence: lowSource: cognite.com, en.wikipedia.org

TokuyamaCountry: JapanCognite Atlas AIVendor: CogniteproductionDate9 Sep 2025Evidence: company statementConfidence: lowSource: cognite.com, en.wikipedia.org

RockwellCountry: not in the notesFT Optix Food & Beverage (Phi-family SLM, asset troubleshooting)Vendor: MicrosoftproductionDate13 Nov 2024Evidence: company statementConfidence: lowSource: blogs.microsoft.com

Sight MachineCountry: USAFactory Namespace Manager (Phi-family adapted SLM)Vendor: MicrosoftproductionDate13 Nov 2024Evidence: company statementConfidence: lowSource: blogs.microsoft.com

Tata SteelCountry: IndiaMore than 300 specialised AI agents on Google CloudVendor: Google CloudproductionDate–Deployed in nine monthsEvidence: company statementConfidence: lowSource: cloud.google.com

PT BUMA (mining contractor)Country: IndonesiaCopilot for Microsoft 365 for office productivityVendor: MicrosoftpilotDate7 May 2024Pilot with 100 staffEvidence: company statementConfidence: lowSource: news.microsoft.com

Siemens Erlangen electronics factoryCountry: GermanySiemens AI-driven adaptive manufacturingVendor: SiemensplannedDate6 Jan 2026Planned as the first AI-driven adaptive manufacturing site in 2026Evidence: company statementConfidence: lowSource: via.tt.se

HoneywellCountry: USAGemini on Vertex AI; Gemini Nano at the edge plannedVendor: Google CloudplannedDate5 Nov 2024First solutions due 2025; 2026 status unverifiedEvidence: company statementConfidence: lowSource: designnews.com

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.

Qwen3.6-35B-A3BAlibaba (Qwen) maintainer-run73.86

Qwen3.5-35B-A3BAlibaba (Qwen) maintainer-run73.55

gemma-3-27b-itGoogle maintainer-run64.54

Gemma-SEA-LION-v4-27B-ITAI Singapore maintainer-run64.35

gpt-oss-20bOpenAI maintainer-run60.64

Llama-3.3-70B-InstructMeta maintainer-run60.44

Qwen3-8BAlibaba (Qwen) maintainer-run60.33

GLM 4.7 FlashZ.ai (Zhipu) maintainer-run53.76

Gemma-3-4B-itGoogle maintainer-run47.84

Nemotron 3 Nano 30B-A3BNVIDIA maintainer-run46.89

050100

Nemotron-SEA-LION-v4.8-120B-A12BAI Singapore, LLMReleasedSep 2026open weightsIndonesian statedhas scoreslast 18 months

Nemotron-SEA-LION-v4.8-30B-A3BAI Singapore, LLMReleasedSep 2026open weightsIndonesian statedhas scoreslast 18 months

Qwen-SEA-LION-v4.5-27B-ITAI Singapore, LLMReleasedMay 2026open weightsIndonesian statedhas scoreslast 18 months

Qwen3.6-35B-A3BAlibaba (Qwen), LLMReleasedApr 2026open weightsruns on edgehas scoreslast 18 months

Nemotron 3 SuperNVIDIA, LLMReleased2026open weightsIndonesian statedhas scoreslast 18 months

Nemotron 3.5 Lightning 30B-A3BNVIDIA, LLMReleased2026open weightsIndonesian statedhas scoreslast 18 months

gpt-oss-120bOpenAI, LLMReleasedAug 2025open weightsIndonesian statedhas scoreslast 18 months

Granite 4.2 8BIBM, LLMReleasedSep 2026open weightshas scoreslast 18 months

Hy4-previewTencent, LLMReleasedAug 2026open weightshas scoreslast 18 months

GLM-5.3Z.ai (Zhipu), LLMReleasedAug 2026open weightshas scoreslast 18 months

Showing 10 of 399. 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: industrial and asset-intensive
Model classes: LLM
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)Industrial copilots and maintenance assistants 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.

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.

Incidents

ChatGPT Reportedly Implicated in Samsung Data Leak of Source Code and Meeting Notes2023-03-11, privacySamsung engineers are reported to have inadvertently leaked sensitive company data sometime in March 2023, including source code and internal meeting notes, by using ChatGPT to assist with tasks.

Where this comes from

Documented failures, harms or misuse in this kind of use, Indonesia first, then the region, then well-known cases elsewhere (AI Incident Database, OECD AI incidents monitor, reputable news). Not a claim about any deployment listed here.

In Neighbouring Countries

Petronas (with AIngineer, a PETRONAS Innovation Garage venture)Malaysia, state-owned, proof of concept, 2025-06-10AIngineer AI copilot for engineers (LLM and ML on technical databases and standards), with Microsoft

Where this comes from

Documented deployments of this use case in Malaysia, Singapore, Thailand, Vietnam and the Philippines, each with its source.

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

IndustryIndustrial30 use cases, 54 deployments

Use CaseIndustrial Copilots and Maintenance AssistantsIndustrial

Models

Claude Sonnet 4.5Anthropic, LLM

Claude 4 SonnetAnthropic, LLM

GPT-5OpenAI, LLM

GPT-5 miniOpenAI, LLM+5 more

Who Runs It

PT Pertamina Geothermal EnergyIn production, 14 Jul 2026

Siemens Erlangen electronics factoryPlanned, 6 Jan 2026

ADNOC OffshoreIn production, 9 Sep 2025

Aker BPIn production, 9 Sep 2025+10 more

Graph

Models 9

GeminiGoogle DeepMind, Google, multimodal LLM

GPT-5OpenAI, LLM

Claude Sonnet 4.5Anthropic, LLM

NemotronNVIDIA, LLM

Gemini 2.5 FlashGoogle DeepMind, Google, multimodal LLM

Gemini NanoGoogle, edge LLM

PhiMicrosoft AI, edge LLM

GPT-5 miniOpenAI, LLM

Claude 4 SonnetAnthropic, LLM

Deployments 14

HoneywellGemini on Vertex AI; Gemini Nano at the edge planned, USA RockwellFT Optix Food & Beverage (Phi-family SLM, asset troubleshooting)Sight MachineFactory Namespace Manager (Phi-family adapted SLM), USA ADNOC OffshoreCognite Atlas AI, United Arab Emirates Aker BPCognite Atlas AI, Norway CelaneseCognite Atlas AI HessCognite Atlas AI HMHCognite Atlas AI IdemitsuCognite Atlas AI, Japan PT BUMA (mining contractor)Copilot for Microsoft 365 for office productivity, Indonesia PT Pertamina Geothermal EnergyGENIUS AI work assistant on internal data (model not named), Indonesia Siemens Erlangen electronics factorySiemens AI-driven adaptive manufacturing, Germany

Tata SteelMore than 300 specialised AI agents on Google Cloud, India TokuyamaCognite Atlas AI, Japan

Sources

Siemens Expands Industrial Copilot with AI-Powered Maintenance Solution etmm-online.com https://www.etmm-online.com/siemens-industrial-copilot-ai-powered-maintenance-solution-a-76790d2aebb90810d857abf89c94c051/
Cognite Atlas AI™ Major Release Accelerates Industrial AI | Cognite cognite.com https://www.cognite.com/en/company/newsroom/cognite-atlas-ai-drives-customer-momentum-with-new-major-release
Cognite Atlas AI Industrial SLM & LLM Benchmark Report | Cognite cognite.com https://cognite.com/en/atlas-ai-slm-llm-benchmark-report
designnews.com/automation/honeywell-uses-google-cloud-ai-to-... https://www.designnews.com/automation/honeywell-uses-google-cloud-ai-to-accelerate-autonomous-operations
Microsoft introduces new adapted AI models for industry - The Official Microsoft Blog blogs.microsoft.com https://blogs.microsoft.com/blog/2024/11/13/microsoft-introduces-new-adapted-ai-models-for-industry/
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

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Industrial Copilots and Maintenance Assistants", https://aurion.semai.id/usecases/ind-industrial-copilots/, records of October 2026.