BlackRock

blackrock.com · Finance and Insurance · 26,056 employees

CompetitiveBuild-ready, weak eval#51

Score

85/100

Grade

A-

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Build-ready, weak eval with strong readiness signals: modern data foundation, retrieval/vector layer, agent framework signal; gaps: no eval/observability.

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.	7.0/14	Partial
05 · AI Hiring Investment / Momentum AI job share & volume, JD tech mentions, AI/GenAI/LLM/agentic project mentions, team breadth.	15.0/22	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 frameworklegacy analytics

Matched technologies

AWS BedrockAWS GlueAWS QuickSightAWS RedshiftAgentic WorkflowsAi AgentsAlteryxAnthropic ClaudeApache AirflowApache ParquetApache SparkAtlanAutoGenAzure Data FactoryAzure Data LakeAzure MLAzure SynapseBigeyeChromaDBClaude CodeCollibraCrewAICursorDagsterDataHub (Acryl)DatabricksFAISSFivetranGCP Vertex AIGitHub CopilotGoogle BigQueryGoogle GeminiGreenplumGrok (xAI)HuggingFaceIBM CognosInformatica PowerCenter / SuiteKubeflowLangChainLangGraph