Agentic AI Operations Layer Supporting Understanding and Execution
SAMANDA
Connect operational workflows spanning observe, reason, act, and record through natural language requests and approval-based agents.
ObserveReasonActKnowledge Loop
AI Native Platform connecting enterprise AX.
KosmosAI
Connect Enterprise AX to Real Operations
Integrating Infrastructure, Data, and Operations AI.
AX Service LayerBusiness Application
Manufacturing AXEquipment status, anomaly detection, and process data-based AI services
Pharma AXAnalysis and search based on R&D, quality, document, and test data
RAG Business AIDocument search, source verification, internal knowledge Q&A
MLOps · LLMOpsModel experimentation, deployment, evaluation, inference operations
Agentic Ops LayerSAMANDA
ObserveDetect logs, metrics, events, and service status
ReasonRoot cause analysis, risk assessment, remediation generation
ActDeployment, recovery, rollback, and scale automation
RecordApproval/remediation history and operational knowledge accumulation
AI Infra LayerORKESTRIX
KubernetesStandard environment for AI workload execution
GPU / NetworkTraining and inference resource optimization and control
SecurityRBAC, SSO, policies, and audit logs
Air-GappedInternal registry and offline installation/operation
Data FoundationAkashiQ
S3 LakehouseLarge-scale data storage, catalog, and analytics foundation
Document / LogIntegration of documents, logs, and operational history
RAG ReadySearch, embedding, and source tracking foundation
Hybrid StorageCeph, MinIO, and Object Storage architecture
Core Products Composing KosmosAI
AI execution environment, data foundation, and operational decisions are connected so manufacturing data flows to AI services,
creating a unified AX operations flow where operational knowledge accumulates in return.
On-Premise Kubernetes Platform for Stable AI Execution
ORKESTRIX
Provides AI infrastructure foundation for installation, deployment, and operation in on-premise and air-gapped environments, supporting DevSecOps and resource management for AI workload operations.
On-Premise K8sGPU OpsDevSecOpsAir-Gapped
Data Lakehouse for AI Utilization
AkashiQ
Store, connect, and manage data through S3-based data lakehouse, providing data foundation for analytics, RAG, and model training.
S3 LakehouseGMP DataRAG ReadyCatalog
In Manufacturing and Pharma Environments
Changes Created by KosmosAI
Connect Equipment and Process Data to AI Operations Foundation
Collect and organize equipment status, sensor data, process logs, and production history to provide AI with a data foundation for analyzing anomalies and operational events.
DATAOrganize equipment, sensor, and process logs with AkashiQ data foundation
INFRABuild air-gapped K8s and GPU execution environment with ORKESTRIX
OPSSAMANDA detects anomalies, suggests root causes, and proposes remediation flows
Leverage Quality, Document, and Batch Data with Secure AI Foundation
Manage test data, quality documents, SOPs, and research materials in internal networks, expanding with AI data foundation enabling RAG, analytics, and operational automation.
DATAIntegrate documents, tables, logs, and analytics data with S3 Lakehouse
AISupport Q&A, summarization, source tracking, and analysis with internal LLM/RAG
CONTROLSecure operational structure with permissions, approvals, and audit history
Structure Connecting Data and Operations
AX is not simply adding AI capabilities, but a structure where infrastructure, data, and operational decisions are connected to transform field decision-making and operational flows.
Data Operations Foundation Considering Pharma Manufacturing Environment
In GMP-based environments, quality data, batch history, change history, permissions, and audit trails are critical. KosmosAI designs on-premise AI utilization foundation considering these conditions.
Standard Integration Extension of Equipment and Asset Data
In manufacturing AX expansion phase, equipment and process data must be connected to standardized asset structures. KosmosAI considers architecture extensible to future AAS-based integration.
After Implementation
AI Infrastructure Operations Structure Changes.
Category
Before
After with KosmosAI
Data Utilization
BeforeMES, LIMS, QMS, documents, and logs scattered, making AI utilization difficult
AfterEstablish analytics, RAG, and model utilization foundation with AkashiQ-based S3 data lakehouse
Operations Method
BeforeSpecialists manually handle incident response, deployment, and resource management
AfterSAMANDA performs observation, reasoning, and remediation suggestion while accumulating operational knowledge
Manufacturing AX Expansion
BeforeDifficult to expand from PoC to field systems and operational environment
AfterExpand to manufacturing optimization, quality prediction, and business AI based on operational data
KosmosAI FOR AX OPERATIONS
Operational AX Foundation
Design First.
KosmosAI connects on-premise AI infrastructure, data lakehouse, and operations AI needed for manufacturing and pharma environments
into a unified AX operations structure.