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LMS, A Siemens Business

siemens.com · Scientific and Technical Services · 287,048 employees

AI LeaderAgentic with governance#43
Score
86/100
Grade
A-
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Agentic with governance with strong readiness signals: modern data foundation, retrieval/vector layer, agent framework signal; gaps: low AI hiring share (10%).

Pillar breakdown

01 · Data Foundation
Modern MDS, warehouse/lakehouse, orchestration, ELT, BI, vector/retrieval infra.
21.5/23
Strong
02 · AI-Native Build Capacity
LangChain, LlamaIndex, Semantic Kernel, LangGraph, CrewAI, AutoGen, DSPy, MCP, agent-builder tools.
16.0/16
Strong
03 · Stack Balance / Tool Mix Quality
AI-native vs MDS ratio, modern vs legacy MDS, coherent data→retrieval→agents→eval sequence.
13.0/13
Strong
04 · Eval, Observability, Governance
LangSmith, Arize Phoenix, Helicone, DeepEval, guarded-agent language, cross-functional governance.
9.3/14
Competitive
05 · AI Hiring Investment / Momentum
AI job share & volume, JD tech mentions, AI/GenAI/LLM/agentic project mentions, team breadth.
13.8/22
Partial
06 · Talent + Leadership
Senior agentic roles, AI leadership, senior data roles, Head of Data, exec data-platform roles.
12.0/12
Strong

Stack signals

Tool-mix flags
warehouse/lakehousetransformationdata orchestrationBIretrieval/vectorLLM provider/modelagent frameworkeval/observabilitylegacy analytics
Matched technologies
AWS AthenaAWS BedrockAWS GlueAWS SagemakerAgentic FrameworksAgentic SystemsAi AgentsAltair RapidMinerAlteryxAnthropic ClaudeApache AirflowApache IcebergApache SparkApache SupersetArizeAutoGenAutonomous AgentsAzure Data FactoryAzure Data LakeAzure MLAzure SynapseChromaDBClaude CodeCollibraCrewAICursorDatabricksDatabricks Unity CatalogDelta LakeFAISSFalconGCP Vertex AIGitHub CopilotGoogle BigQueryGoogle GeminiHeyGenHuggingFaceInformatica PowerCenter / SuiteKNIMEKubeflow

Hiring & talent (last 3 months)

Matched AI jobs
640
Total jobs
6,526
AI job share
9.8%
Project AI mentions
55
Senior agentic roles
10
AI leadership
4
Distinct job functions
97
JD tech mentions
1,144

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