EY Impact Report

AI wave impact analysis for EY — scoring investment depth across key technology layers, signals, services, tools, and concepts.

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Evaluating EY's Foundational Layer capabilities across Artificial Intelligence, Cloud, Open-Source, and 2 more. EY's highest score in this layer is Cloud (195), reflecting cloud infrastructure investment.

Waves

Large Language Models (LLMs) Large Language Models (LLMs) Generative Pre-trained Transformer (GPT) Generative Pre-trained Transformer (GPT) Open-Source LLMs Open-Source LLMs

Signals

EY's Artificial Intelligence capabilities (score 100) include Anthropic, OpenAI, and Databricks services.

EY demonstrates strong Artificial Intelligence investment through Anthropic and OpenAI, indicating mature artificial intelligence capabilities at enterprise scale.

EY's Cloud capabilities (score 195) are demonstrated through Amazon Web Services, Microsoft Azure, and Google Cloud Platform services.

EY demonstrates strong Cloud investment through Amazon Web Services and Microsoft Azure, indicating mature cloud capabilities at enterprise scale.

EY's Open-Source capabilities (score 59) span GitHub, Bitbucket, and GitLab services.

EY demonstrates strong Open-Source investment through GitHub and Bitbucket, indicating mature open-source capabilities at enterprise scale.

EY's Languages capabilities (score 56) span .Net, Bash, and C# languages.

EY demonstrates strong Languages investment through limited recorded tooling, indicating mature languages capabilities at enterprise scale.

EY's Code capabilities (score 48) are demonstrated through GitHub, Bitbucket, and GitLab services.

EY's Code investment is developing, with GitHub and Bitbucket as the primary platforms, reflecting a growing but not yet fully mature posture.
EY's Foundational Layer investment reflects a mature and broad technology posture across this layer. Key platforms include Anthropic, OpenAI, and Databricks.

Evaluating EY's Retrieval & Grounding capabilities across Data, Databases, Virtualization, and 2 more. EY's highest score in this layer is Data (184), reflecting data platform depth.

Waves

Vector Databases Vector Databases Retrieval-Augmented Generation (RAG) Retrieval-Augmented Generation (RAG) Prompt Engineering Prompt Engineering Context Engineering Context Engineering

Signals

EY's Data capabilities (score 184) include Snowflake, Tableau, and Power BI services.

EY demonstrates strong Data investment through Snowflake and Tableau, indicating mature data capabilities at enterprise scale.

EY's Databases capabilities (score 44) span SQL Server, Teradata, and SAP HANA services.

EY's Databases investment is developing, with SQL Server and Teradata as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Virtualization capabilities (score 37) include VMware, Citrix NetScaler, and Solaris Zones services.

EY's Virtualization investment is developing, with VMware and Citrix NetScaler as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Specifications capabilities (score 17) span Application Programming Interfaces, Web Services, and API Managements concepts.

EY's Specifications investment is developing, with limited recorded tooling as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Context Engineering investment (score 0) indicates limited or no recorded activity in this dimension.

No recorded Context Engineering investment signals were found for EY in the current dataset.
EY's Retrieval & Grounding investment reflects a mature and broad technology posture across this layer. Key platforms include Snowflake, Tableau, and Power BI.

Evaluating EY's Customization & Adaptation capabilities across Data Pipelines, Model Registry & Versioning, Multimodal Infrastructure, and 1 more. EY's highest score in this layer is Model Registry & Versioning (26), reflecting investment in this dimension.

Waves

Fine-Tuning & Model Customization Fine-Tuning & Model Customization Multimodal AI Multimodal AI

Signals

EY's Data Pipelines capabilities (score 18) are demonstrated through Informatica, Azure Data Factory, and Talend services.

EY's Data Pipelines investment is developing, with Informatica and Azure Data Factory as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Model Registry & Versioning capabilities (score 26) span Databricks, Azure Databricks, and Azure Machine Learning services.

EY's Model Registry & Versioning investment is developing, with Databricks and Azure Databricks as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Multimodal Infrastructure capabilities (score 23) span Anthropic, OpenAI, and Hugging Face services.

EY's Multimodal Infrastructure investment is developing, with Anthropic and OpenAI as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Domain Specialization capabilities (score 2) reflect investment in this dimension with limited specific signal data.

EY's Domain Specialization score indicates early-stage investment, with limited recorded tooling as the primary signals.
EY's Customization & Adaptation investment reflects growing capabilities with meaningful signals. Key platforms include Informatica, Azure Data Factory, and Talend.

Evaluating EY's Efficiency & Specialization capabilities across Automation, Containers, Platform, and 1 more. EY's highest score in this layer is Automation (94), reflecting investment in this dimension.

Waves

Small Language Models (SLMs) Small Language Models (SLMs) Model Routing / Orchestration Model Routing / Orchestration Reasoning Models Reasoning Models

Signals

EY's Automation capabilities (score 94) include ServiceNow, Microsoft PowerPoint, and Power Platform services.

EY demonstrates strong Automation investment through ServiceNow and Microsoft PowerPoint, indicating mature automation capabilities at enterprise scale.

EY's Containers capabilities (score 42) are demonstrated through OpenShift services.

EY's Containers investment is developing, with OpenShift and Docker as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Platform capabilities (score 43) include ServiceNow, Salesforce, and Amazon Web Services services.

EY's Platform investment is developing, with ServiceNow and Salesforce as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Operations capabilities (score 87) are demonstrated through ServiceNow, Datadog, and New Relic services.

EY demonstrates strong Operations investment through ServiceNow and Datadog, indicating mature operations capabilities at enterprise scale.
EY's Efficiency & Specialization investment reflects a mature and broad technology posture across this layer. Key platforms include ServiceNow, Microsoft PowerPoint, and Power Platform.

Evaluating EY's Productivity capabilities across Software As A Service (SaaS), Code, and Services. EY's highest score in this layer is Services (402), reflecting investment in this dimension.

Waves

Coding Assistants Coding Assistants Copilots Copilots

Signals

EY's Software As A Service (SaaS) capabilities (score 2) span BigCommerce, Zendesk, and HubSpot services.

EY's Software As A Service (SaaS) score indicates early-stage investment, with BigCommerce and Zendesk as the primary signals.

EY's Code capabilities (score 48) are demonstrated through GitHub, Bitbucket, and GitLab services.

EY's Code investment is developing, with GitHub and Bitbucket as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Services capabilities (score 402) are demonstrated through BigCommerce, Zendesk, and HubSpot services.

EY demonstrates strong Services investment through BigCommerce and Zendesk, indicating mature services capabilities at enterprise scale.
EY's Productivity investment reflects a mature and broad technology posture across this layer. Key platforms include BigCommerce, Zendesk, and HubSpot.

Evaluating EY's Integration & Interoperability capabilities across API, Integrations, Event-Driven, and 4 more. EY's highest score in this layer is Integrations (58), reflecting investment in this dimension.

Waves

MCP (Model Context Protocol) MCP (Model Context Protocol) Agents Agents Skills Skills

Signals

EY's API capabilities (score 37) include Kong, MuleSoft, and Paw services.

EY's API investment is developing, with Kong and MuleSoft as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Integrations capabilities (score 58) include Informatica, Azure Data Factory, and MuleSoft services.

EY demonstrates strong Integrations investment through Informatica and Azure Data Factory, indicating mature integrations capabilities at enterprise scale.

EY's Event-Driven capabilities (score 40) include Apache Kafka, RabbitMQ, and Kafka Connect tools.

EY's Event-Driven investment is developing, with Apache Kafka and RabbitMQ as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Patterns capabilities (score 25) include Spring, Spring Boot, and Spring Framework tools.

EY's Patterns investment is developing, with Spring and Spring Boot as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Specifications capabilities (score 17) span Application Programming Interfaces, Web Services, and API Managements concepts.

EY's Specifications investment is developing, with limited recorded tooling as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Apache capabilities (score 21) are demonstrated through Apache Spark, Apache Kafka, and Apache Hadoop tools.

EY's Apache investment is developing, with Apache Spark and Apache Kafka as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's CNCF capabilities (score 33) are demonstrated through Kubernetes, Prometheus, and Envoy tools.

EY's CNCF investment is developing, with Kubernetes and Prometheus as the primary platforms, reflecting a growing but not yet fully mature posture.
EY's Integration & Interoperability investment reflects a mature and broad technology posture across this layer. Key platforms include Kong, MuleSoft, and Paw.

Evaluating EY's Statefulness capabilities across Observability, Governance, Security, and 1 more. EY's highest score in this layer is Data (184), reflecting data platform depth.

Waves

Memory Systems Memory Systems

Signals

EY's Observability capabilities (score 52) include Datadog, New Relic, and Splunk services.

EY demonstrates strong Observability investment through Datadog and New Relic, indicating mature observability capabilities at enterprise scale.

EY's Governance capabilities (score 73) include Compliances, Governances, and Risk Managements concepts.

EY demonstrates strong Governance investment through limited recorded tooling, indicating mature governance capabilities at enterprise scale.

EY's Security capabilities (score 115) include Cloudflare, Palo Alto Networks, and Citrix NetScaler services.

EY demonstrates strong Security investment through Cloudflare and Palo Alto Networks, indicating mature security capabilities at enterprise scale.

EY's Data capabilities (score 184) include Snowflake, Tableau, and Power BI services.

EY demonstrates strong Data investment through Snowflake and Tableau, indicating mature data capabilities at enterprise scale.
EY's Statefulness investment reflects a mature and broad technology posture across this layer. Key platforms include Datadog, New Relic, and Splunk.

Evaluating EY's Measurement & Accountability capabilities across Testing & Quality, Observability, Developer Experience, and 1 more. EY's highest score in this layer is ROI & Business Metrics (70), reflecting investment in this dimension.

Waves

Evaluation & Benchmarking Evaluation & Benchmarking

Signals

EY's Testing & Quality capabilities (score 29) span Selenium, Jest, and SonarQube tools.

EY's Testing & Quality investment is developing, with Selenium and Jest as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Observability capabilities (score 52) include Datadog, New Relic, and Splunk services.

EY demonstrates strong Observability investment through Datadog and New Relic, indicating mature observability capabilities at enterprise scale.

EY's Developer Experience capabilities (score 29) span GitHub, GitLab, and GitHub Actions services.

EY's Developer Experience investment is developing, with GitHub and GitLab as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's ROI & Business Metrics capabilities (score 70) include Tableau, Power BI, and Alteryx services.

EY demonstrates strong ROI & Business Metrics investment through Tableau and Power BI, indicating mature roi & business metrics capabilities at enterprise scale.
EY's Measurement & Accountability investment reflects a mature and broad technology posture across this layer. Key platforms include Datadog, New Relic, and Splunk.

Evaluating EY's Governance & Risk capabilities across Regulatory Posture, AI Review & Approval, Security, and 2 more. EY's highest score in this layer is Security (115), reflecting security posture strength.

Waves

Governance & Compliance Governance & Compliance

Signals

EY's Regulatory Posture capabilities (score 16) include Compliances, Regulatory Compliances, and Compliance Frameworks concepts.

EY's Regulatory Posture investment is developing, with limited recorded tooling as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's AI Review & Approval capabilities (score 20) span Anthropic, OpenAI, and Azure Machine Learning services.

EY's AI Review & Approval investment is developing, with Anthropic and OpenAI as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Security capabilities (score 115) include Cloudflare, Palo Alto Networks, and Citrix NetScaler services.

EY demonstrates strong Security investment through Cloudflare and Palo Alto Networks, indicating mature security capabilities at enterprise scale.

EY's Governance capabilities (score 73) include Compliances, Governances, and Risk Managements concepts.

EY demonstrates strong Governance investment through limited recorded tooling, indicating mature governance capabilities at enterprise scale.

EY's Privacy & Data Rights capabilities (score 6) are demonstrated through Data Protections and Privacy Impact Assessments concepts.

EY's Privacy & Data Rights score indicates early-stage investment, with limited recorded tooling as the primary signals.
EY's Governance & Risk investment reflects a mature and broad technology posture across this layer. Key platforms include Anthropic, OpenAI, and Azure Machine Learning.

Evaluating EY's Economics & Sustainability capabilities across AI FinOps, Provider Strategy, Partnerships & Ecosystem, and 2 more. EY's highest score in this layer is Partnerships & Ecosystem (27), reflecting investment in this dimension.

Waves

Cost Economics & FinOps Cost Economics & FinOps Supply Chain & Dependency Risk Supply Chain & Dependency Risk Data Centers Data Centers

Signals

EY's AI FinOps capabilities (score 9) are demonstrated through Amazon Web Services, Microsoft Azure, and Google Cloud Platform services.

EY's AI FinOps score indicates early-stage investment, with Amazon Web Services and Microsoft Azure as the primary signals.

EY's Provider Strategy capabilities (score 18) are demonstrated through Salesforce, Microsoft, and Amazon Web Services services.

EY's Provider Strategy investment is developing, with Salesforce and Microsoft as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Partnerships & Ecosystem capabilities (score 27) are demonstrated through Anthropic, Salesforce, and LinkedIn services.

EY's Partnerships & Ecosystem investment is developing, with Anthropic and Salesforce as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Talent & Organizational Design capabilities (score 20) span LinkedIn, Workday, and PeopleSoft services.

EY's Talent & Organizational Design investment is developing, with LinkedIn and Workday as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Data Centers investment (score 0) indicates limited or no recorded activity in this dimension.

No recorded Data Centers investment signals were found for EY in the current dataset.
EY's Economics & Sustainability investment reflects growing capabilities with meaningful signals. Key platforms include Amazon Web Services, Microsoft Azure, and Google Cloud Platform.

Evaluating EY's Storytelling & Entertainment & Theater capabilities across Alignment, Standardization, Mergers & Acquisitions, and 1 more. EY's highest score in this layer is Alignment (33), reflecting investment in this dimension.

Waves

Moltbook Moltbook Gastown Gastown Ralph Wiggum Ralph Wiggum OpenClaw / Clawdbot OpenClaw / Clawdbot Artificial General Intelligence (AGI) Artificial General Intelligence (AGI)

Signals

EY's Alignment capabilities (score 33) are demonstrated through Architectures, Digital Transformations, and Data Architectures concepts.

EY's Alignment investment is developing, with limited recorded tooling as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Standardization capabilities (score 18) reflect investment in this dimension with limited specific signal data.

EY's Standardization investment is developing, with limited recorded tooling as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Mergers & Acquisitions capabilities (score 27) are demonstrated through Due Diligences, Data Acquisitions, and M&AS concepts.

EY's Mergers & Acquisitions investment is developing, with limited recorded tooling as the primary platforms, reflecting a growing but not yet fully mature posture.

EY's Experimentation & Prototyping investment (score 0) indicates limited or no recorded activity in this dimension.

No recorded Experimentation & Prototyping investment signals were found for EY in the current dataset.
EY's Storytelling & Entertainment & Theater investment reflects growing capabilities with meaningful signals. Key platforms include various platforms.