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AI LeaderAgentic with governance#8
Score
92/100
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.
11.7/14
Strong
05 · AI Hiring Investment / Momentum
AI job share & volume, JD tech mentions, AI/GenAI/LLM/agentic project mentions, team breadth.
17.3/22
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 LexAWS QuickSightAWS RedshiftAWS SagemakerAWS Step FunctionsAgent BuilderAgent FrameworksAgenticAgentic SystemsAgentic WorkflowsAi AgentsAlationAlteryxAnthropic ClaudeApache AirflowApache HudiApache IcebergApache OozieApache ParquetApache SparkApache SupersetAtlanAutoGenAutoSysAzure Data FactoryAzure Data LakeAzure HDInsightAzure MLAzure SynapseBERTBMC Control-MBentoMLChromaDBClaude CodeClouderaCognigy

Hiring & talent (last 3 months)

Matched AI jobs
1,737
Total jobs
10,507
AI job share
16.5%
Project AI mentions
167
Senior agentic roles
119
AI leadership
23
Distinct job functions
105
JD tech mentions
4,585

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