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AI LeaderAgentic with governance#2
Score
94/100
Grade
A
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Agentic with governance with strong readiness signals: modern data foundation, retrieval/vector layer, agent framework signal; gaps: no major caps.

Pillar breakdown

01 · Data Foundation
Modern MDS, warehouse/lakehouse, orchestration, ELT, BI, vector/retrieval infra.
22.5/23
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.
12.3/13
Strong
04 · Eval, Observability, Governance
LangSmith, Arize Phoenix, Helicone, DeepEval, guarded-agent language, cross-functional governance.
14.0/14
Strong
05 · AI Hiring Investment / Momentum
AI job share & volume, JD tech mentions, AI/GenAI/LLM/agentic project mentions, team breadth.
17.5/22
Competitive
06 · Talent + Leadership
Senior agentic roles, AI leadership, senior data roles, Head of Data, exec data-platform roles.
11.8/12
Strong

Stack signals

Tool-mix flags
warehouse/lakehousetransformationdata orchestrationELT/ingestBIretrieval/vectorLLM provider/modelagent frameworkeval/observabilitylegacy analytics
Matched technologies
AWS AthenaAWS BedrockAWS EMRAWS GlueAWS LexAWS QuickSightAWS RedshiftAWS SagemakerAWS Step FunctionsAb InitioAdobe FireflyAgent FrameworksAgenticAgentic WorkflowsAi AgentsAlationAlteryxAnthropic ClaudeApache AirflowApache HudiApache IcebergApache OozieApache ParquetApache SparkArizeArize PhoenixAstronomerAutoGenAutoSysAzure Data FactoryAzure Data LakeAzure HDInsightAzure MLAzure SynapseBERTBMC Control-MBentoMLChromaDBClaude CodeCloudera

Hiring & talent (last 3 months)

Matched AI jobs
2,725
Total jobs
15,769
AI job share
17.3%
Project AI mentions
261
Senior agentic roles
61
AI leadership
10
Distinct job functions
109
JD tech mentions
6,657

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