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AI LeaderAgentic with governance#41
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: no major caps.

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.
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.
14.7/22
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 orchestrationBIretrieval/vectorLLM provider/modelagent frameworkeval/observabilitylegacy analytics
Matched technologies
AWS BedrockAWS GlueAWS QuickSightAWS RedshiftAWS SagemakerAWS Step FunctionsAgentic SystemsAi AgentsAlteryxAnthropic ClaudeApache AirflowApache HudiApache IcebergApache OozieApache ParquetApache SparkAtlanAutoGenAzure Data FactoryAzure MLAzure SynapseBERTChromaDBClaude CodeClouderaCrewAICursorDatabricksDeepSeekDelta LakeDomoFigma MakeGCP DataprocGCP Vertex AIGitHub CopilotGoogle BigQueryGoogle GeminiH2O.aiHuggingFaceIBM Netezza

Hiring & talent (last 3 months)

Matched AI jobs
422
Total jobs
2,535
AI job share
16.7%
Project AI mentions
41
Senior agentic roles
59
AI leadership
38
Distinct job functions
58
JD tech mentions
990

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