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AI LeaderAgentic with governance#25
Score
89/100
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 (11%).

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.
13.0/13
Strong
04 · Eval, Observability, Governance
LangSmith, Arize Phoenix, Helicone, DeepEval, guarded-agent language, cross-functional governance.
11.7/14
Strong
05 · AI Hiring Investment / Momentum
AI job share & volume, JD tech mentions, AI/GenAI/LLM/agentic project mentions, team breadth.
14.3/22
Competitive
06 · Talent + Leadership
Senior agentic roles, AI leadership, senior data roles, Head of Data, exec data-platform roles.
11.0/12
Strong

Stack signals

Tool-mix flags
warehouse/lakehousetransformationdata orchestrationELT/ingestBIretrieval/vectorLLM provider/modelagent frameworkeval/observabilitylegacy analytics
Matched technologies
AWS AthenaAWS BedrockAWS GlueAWS RedshiftAWS SagemakerAWS Step FunctionsAi AgentsAnthropic ClaudeApache AirflowApache SparkApache SupersetArizeAutoGenAzure MLAzure SynapseBERTBentoMLChromaDBClaude CodeClickHouseCrewAICube.devDVCDataRobotDatabricksDataikuDeepEvalFAISSFivetranGCP Cloud ComposerGCP Vertex AIGitHub CopilotGoogle BigQueryHaystackHuggingFaceKServeKubeflowLangChainLangGraphLangSmith

Hiring & talent (last 3 months)

Matched AI jobs
156
Total jobs
1,425
AI job share
10.9%
Project AI mentions
63
Senior agentic roles
19
AI leadership
2
Distinct job functions
38
JD tech mentions
413

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