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AI LeaderAgentic with governance#28
Score
88/100
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.
9.3/14
Competitive
05 · AI Hiring Investment / Momentum
AI job share & volume, JD tech mentions, AI/GenAI/LLM/agentic project mentions, team breadth.
16.1/22
Competitive
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 orchestrationELT/ingestBIretrieval/vectorLLM provider/modelagent frameworkeval/observabilitylegacy analytics
Matched technologies
AWS AthenaAWS BedrockAWS EMRAWS GlueAWS Glue Data CatalogAWS LexAWS RedshiftAWS SagemakerAb InitioAgent BuilderAi AgentsAlationAlteryxAnthropic ClaudeApache AirflowApache HudiApache IcebergApache OozieApache ParquetApache SparkAtlanAutoGenAutoSysAzure Data FactoryAzure Data LakeAzure MLAzure SynapseBERTBMC Control-MChromaDBClaude CodeClouderaCollibraCrewAICursorDataHub (Acryl)DatabricksDatabricks Unity CatalogDatabricks WorkflowsDataiku

Hiring & talent (last 3 months)

Matched AI jobs
634
Total jobs
3,333
AI job share
19.0%
Project AI mentions
74
Senior agentic roles
9
AI leadership
5
Distinct job functions
59
JD tech mentions
1,681

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