Project AURIONAI Use-Cases Research & Innovation
Healthcare

Pharma Manufacturing and GMP

Batch record review, deviations, visual inspection; only static deterministic ML allowed for critical uses. No named model verified in the research notes; a Kalbe Farma NEC SIAT proof of concept is in the Indonesian deployment notes.

time series
1named models
67candidates
0deployments
0in Indonesia

Named Models

NECSystem Invariant Analytics Technology (SIAT)NECReleasednot in the notesRuns onnot in the notesClasstime seriesNEC predictive maintenance and real-time equipment monitoring technology; proof of concept at Kalbe Farma (Apr to Jun 2026) met 2 of 3 targets per Kemenperin.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

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.

Sungkyunkwan UniversityPaAnoSungkyunkwan University vendor-reported0.53(Sub)-PCA independent0.42Carnegie Mellon UniversityMOMENT (MOMENT-1-large)Carnegie Mellon University independent0.39DeepAnT independent0.31OmniAnomaly maintainer-run0.31PCA independent0.31
00.51
GoogleTimesFM 3.0Google, time seriesReleasedAug 2026open weightshas scoreslast 18 monthsDatadogToto 2.0 1BDatadog, time seriesReleasedJun 2026open weightshas scoreslast 18 monthsDatadogToto 2.0 2.5BDatadog, time seriesReleasedJun 2026open weightshas scoreslast 18 monthsDatadogToto 2.0 313MDatadog, time seriesReleasedJun 2026open weightshas scoreslast 18 monthsIBMGranite PatchTST-FM r1IBM, Rensselaer Polytechnic Institute, time seriesReleasedMar 2026open weightshas scoreslast 18 monthsSalesforceMoirai 2.0 smallSalesforce, time seriesReleasedNov 2025open weightshas scoreslast 18 monthsAmazonChronos-2Amazon, time seriesReleasedOct 2025open weightshas scoreslast 18 monthsIBMFlowState r1.1IBM, time seriesReleasedSep 2025open weightshas scoreslast 18 monthsGoogleTimesFM 2.5Google, time seriesReleasedSep 2025open weightshas scoreslast 18 monthsNX-AITiRexNX-AI, time seriesReleasedMay 2025open weightshas scoreslast 18 months

Showing 10 of 67. 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. health.ec.europa.eu/document/download/5f38a92d-bb8e-4264-8898-ea0... https://health.ec.europa.eu/document/download/5f38a92d-bb8e-4264-8898-ea076e926db6_en?filename=mp_vol4_chap4_annex22_consultation_guideline_en.pdf
  2. FDA Proposes Framework to Advance Credibility of AI Models Used for Drug and Biological Product Submissions fda.gov https://www.fda.gov/news-events/press-announcements/fda-proposes-framework-advance-credibility-ai-models-used-drug-and-biological-product-submissions
  3. Industri Farmasi Masuk Era AI, Kemenperin Fasilitasi Uji Coba Solusi Industri 4.0 suarapemerintah.id https://suarapemerintah.id/2026/07/industri-farmasi-masuk-era-ai-kemenperin-fasilitasi-uji-coba-solusi-industri-4-0/

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Pharma Manufacturing and GMP", https://aurion.semai.id/usecases/hc-pharma-manufacturing-gmp/, records of October 2026.