Shell Impact Report

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

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Evaluating Shell's Foundational Layer capabilities across Artificial Intelligence, Cloud, Open-Source, and 2 more. Shell's highest score in this layer is Cloud (73), 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

Shell's Artificial Intelligence capabilities (score 33) are demonstrated through Databricks, Hugging Face, and Azure Machine Learning services.

Services

Tools

Concepts

Standards

Shell's Artificial Intelligence investment is developing, with Databricks and Hugging Face as the primary platforms, reflecting a growing but not yet fully mature posture.

Shell's Cloud capabilities (score 73) include Amazon Web Services, Microsoft Azure, and Google Cloud Platform services.

Services

Tools

Concepts

Standards

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

Shell's Open-Source capabilities (score 24) are demonstrated through GitHub, Bitbucket, and GitLab services.

Services

Tools

Concepts

Standards

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

Shell's Languages capabilities (score 34) include Bash, C#, and Go languages.

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

Shell's Code capabilities (score 26) span GitHub, Bitbucket, and GitLab services.

Services

Tools

Concepts

Standards

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

Evaluating Shell's Retrieval & Grounding capabilities across Data, Databases, Virtualization, and 2 more. Shell's highest score in this layer is Data (88), 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

Shell's Data capabilities (score 88) include Tableau, Power BI, and Databricks services.

Services

Tools

Concepts

Standards

Shell demonstrates strong Data investment through Tableau and Power BI, indicating mature data capabilities at enterprise scale.

Shell's Databases capabilities (score 17) span Teradata, SAP HANA, and SAP BW services.

Services

Tools

Concepts

Standards

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

Shell's Virtualization capabilities (score 11) span Solaris Zones services.

Services

Tools

Shell's Virtualization score indicates early-stage investment, with Solaris Zones and Kubernetes as the primary signals.

Shell's Specifications capabilities (score 6) are demonstrated through Application Programming Interfaces, Web Services, and API Managements concepts.

Concepts

Standards

Shell's Specifications score indicates early-stage investment, with limited recorded tooling as the primary signals.

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

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

Evaluating Shell's Customization & Adaptation capabilities across Data Pipelines, Model Registry & Versioning, Multimodal Infrastructure, and 1 more. Shell's highest score in this layer is Data Pipelines (13), reflecting investment in this dimension.

Waves

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

Signals

Shell's Data Pipelines capabilities (score 13) include Informatica and Azure Data Factory services.

Services

Tools

Concepts

Shell's Data Pipelines score indicates early-stage investment, with Informatica and Azure Data Factory as the primary signals.

Shell's Model Registry & Versioning capabilities (score 12) are demonstrated through Databricks and Azure Machine Learning services.

Services

Tools

Concepts

Shell's Model Registry & Versioning score indicates early-stage investment, with Databricks and Azure Machine Learning as the primary signals.

Shell's Multimodal Infrastructure capabilities (score 6) are demonstrated through Hugging Face and Azure Machine Learning services.

Services

Tools

Shell's Multimodal Infrastructure score indicates early-stage investment, with Hugging Face and Azure Machine Learning as the primary signals.

Shell's Domain Specialization investment (score 0) indicates limited or no recorded activity in this dimension.

No recorded Domain Specialization investment signals were found for Shell in the current dataset.
Shell's Customization & Adaptation investment reflects growing capabilities with meaningful signals. Key platforms include Informatica, Azure Data Factory, and Databricks.

Evaluating Shell's Efficiency & Specialization capabilities across Automation, Containers, Platform, and 1 more. Shell's highest score in this layer is Automation (54), 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

Shell's Automation capabilities (score 54) are demonstrated through ServiceNow, Microsoft PowerPoint, and Power Platform services.

Services

Tools

Concepts

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

Shell's Containers capabilities (score 18) are demonstrated through Kubernetes, Kubernetes Operators, and Helm tools.

Tools

Concepts

Shell's Containers investment is developing, with Kubernetes and Kubernetes Operators as the primary platforms, reflecting a growing but not yet fully mature posture.

Shell's Platform capabilities (score 33) are demonstrated through ServiceNow, Salesforce, and Amazon Web Services services.

Services

Concepts

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

Shell's Operations capabilities (score 48) are demonstrated through ServiceNow, Datadog, and New Relic services.

Services

Tools

Concepts

Shell's Operations investment is developing, with ServiceNow and Datadog as the primary platforms, reflecting a growing but not yet fully mature posture.
Shell's Efficiency & Specialization investment reflects a mature and broad technology posture across this layer. Key platforms include ServiceNow, Microsoft PowerPoint, and Power Platform.

Evaluating Shell's Productivity capabilities across Software As A Service (SaaS), Code, and Services. Shell's highest score in this layer is Services (174), reflecting investment in this dimension.

Waves

Coding Assistants Coding Assistants Copilots Copilots

Signals

Shell's Software As A Service (SaaS) capabilities (score 1) include BigCommerce, Zendesk, and HubSpot services.

Services

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

Shell's Code capabilities (score 26) span GitHub, Bitbucket, and GitLab services.

Services

Tools

Concepts

Standards

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

Shell's Services capabilities (score 174) are demonstrated through BigCommerce, Zendesk, and HubSpot services.

Services

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

Evaluating Shell's Integration & Interoperability capabilities across API, Integrations, Event-Driven, and 4 more. Shell's highest score in this layer is CNCF (22), reflecting investment in this dimension.

Waves

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

Signals

Shell's API capabilities (score 12) are demonstrated through Kong services.

Services

Concepts

Standards

Shell's API score indicates early-stage investment, with Kong as the primary signals.

Shell's Integrations capabilities (score 20) span Informatica, Azure Data Factory, and Oracle Integration services.

Services

Concepts

Standards

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

Shell's Event-Driven capabilities (score 9) are demonstrated through Apache Kafka, Kafka Connect, and Apache NiFi tools.

Tools

Concepts

Standards

Shell's Event-Driven score indicates early-stage investment, with Apache Kafka and Kafka Connect as the primary signals.

Shell's Patterns capabilities (score 15) are demonstrated through Spring, Spring Boot, and Spring Framework tools.

Tools

Concepts

Standards

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

Shell's Specifications capabilities (score 6) are demonstrated through Application Programming Interfaces, Web Services, and API Managements concepts.

Concepts

Standards

Shell's Specifications score indicates early-stage investment, with limited recorded tooling as the primary signals.

Shell's Apache capabilities (score 4) include Apache Spark, Apache Kafka, and Apache Ant tools.

Tools

Shell's Apache score indicates early-stage investment, with Apache Spark and Apache Kafka as the primary signals.

Shell's CNCF capabilities (score 22) include Kubernetes, Prometheus, and SPIRE tools.

Tools

Shell's CNCF investment is developing, with Kubernetes and Prometheus as the primary platforms, reflecting a growing but not yet fully mature posture.
Shell's Integration & Interoperability investment reflects growing capabilities with meaningful signals. Key platforms include Kong, Informatica, and Azure Data Factory.

Evaluating Shell's Statefulness capabilities across Observability, Governance, Security, and 1 more. Shell's highest score in this layer is Data (88), reflecting data platform depth.

Waves

Memory Systems Memory Systems

Signals

Shell's Observability capabilities (score 30) are demonstrated through Datadog, New Relic, and Dynatrace services.

Services

Tools

Concepts

Shell's Observability investment is developing, with Datadog and New Relic as the primary platforms, reflecting a growing but not yet fully mature posture.

Shell's Governance capabilities (score 23) span Compliances, Governances, and Risk Managements concepts.

Concepts

Standards

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

Shell's Security capabilities (score 29) span Cloudflare, Microsoft Defender, and Palo Alto Networks services.

Services

Tools

Concepts

Standards

Shell's Security investment is developing, with Cloudflare and Microsoft Defender as the primary platforms, reflecting a growing but not yet fully mature posture.

Shell's Data capabilities (score 88) include Tableau, Power BI, and Databricks services.

Services

Tools

Concepts

Standards

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

Evaluating Shell's Measurement & Accountability capabilities across Testing & Quality, Observability, Developer Experience, and 1 more. Shell's highest score in this layer is ROI & Business Metrics (44), reflecting investment in this dimension.

Waves

Evaluation & Benchmarking Evaluation & Benchmarking

Signals

Shell's Testing & Quality capabilities (score 13) include Playwright, JUnit, and SonarQube tools.

Tools

Concepts

Standards

Shell's Testing & Quality score indicates early-stage investment, with Playwright and JUnit as the primary signals.

Shell's Observability capabilities (score 30) are demonstrated through Datadog, New Relic, and Dynatrace services.

Services

Tools

Concepts

Shell's Observability investment is developing, with Datadog and New Relic as the primary platforms, reflecting a growing but not yet fully mature posture.

Shell's Developer Experience capabilities (score 18) are demonstrated through GitHub, GitLab, and GitHub Actions services.

Services

Tools

Concepts

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

Shell's ROI & Business Metrics capabilities (score 44) span Tableau, Power BI, and Alteryx services.

Services

Concepts

Shell's ROI & Business Metrics investment is developing, with Tableau and Power BI as the primary platforms, reflecting a growing but not yet fully mature posture.
Shell's Measurement & Accountability investment reflects a mature and broad technology posture across this layer. Key platforms include Datadog, New Relic, and Dynatrace.

Evaluating Shell's Governance & Risk capabilities across Regulatory Posture, AI Review & Approval, Security, and 2 more. Shell's highest score in this layer is Security (29), reflecting security posture strength.

Waves

Governance & Compliance Governance & Compliance

Signals

Shell's Regulatory Posture capabilities (score 8) span Compliances, Regulatory Compliances, and Compliance Tools concepts.

Concepts

Standards

Shell's Regulatory Posture score indicates early-stage investment, with limited recorded tooling as the primary signals.

Shell's AI Review & Approval capabilities (score 7) include Azure Machine Learning services.

Services

Tools

Concepts

Standards

Shell's AI Review & Approval score indicates early-stage investment, with Azure Machine Learning and PyTorch as the primary signals.

Shell's Security capabilities (score 29) span Cloudflare, Microsoft Defender, and Palo Alto Networks services.

Services

Tools

Concepts

Standards

Shell's Security investment is developing, with Cloudflare and Microsoft Defender as the primary platforms, reflecting a growing but not yet fully mature posture.

Shell's Governance capabilities (score 23) span Compliances, Governances, and Risk Managements concepts.

Concepts

Standards

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

Shell's Privacy & Data Rights capabilities (score 1) include Data Protections and Data Privacy Rules concepts.

Concepts

Standards

Shell's Privacy & Data Rights score indicates early-stage investment, with limited recorded tooling as the primary signals.
Shell's Governance & Risk investment reflects growing capabilities with meaningful signals. Key platforms include Azure Machine Learning, Cloudflare, and Microsoft Defender.

Evaluating Shell's Economics & Sustainability capabilities across AI FinOps, Provider Strategy, Partnerships & Ecosystem, and 2 more. Shell's highest score in this layer is Partnerships & Ecosystem (16), 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

Shell's AI FinOps capabilities (score 4) include Amazon Web Services, Microsoft Azure, and Google Cloud Platform services.

Services

Concepts

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

Shell's Provider Strategy capabilities (score 9) are demonstrated through Salesforce, Microsoft, and Amazon Web Services services.

Services

Concepts

Shell's Provider Strategy score indicates early-stage investment, with Salesforce and Microsoft as the primary signals.

Shell's Partnerships & Ecosystem capabilities (score 16) include Salesforce, LinkedIn, and Microsoft services.

Services

Concepts

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

Shell's Talent & Organizational Design capabilities (score 6) are demonstrated through LinkedIn, Workday, and PeopleSoft services.

Services

Concepts

Shell's Talent & Organizational Design score indicates early-stage investment, with LinkedIn and Workday as the primary signals.

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

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

Evaluating Shell's Storytelling & Entertainment & Theater capabilities across Alignment, Standardization, Mergers & Acquisitions, and 1 more. Shell's highest score in this layer is Alignment (22), 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

Shell's Alignment capabilities (score 22) include Architectures, Digital Transformations, and System Architectures concepts.

Concepts

Standards

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

Shell's Standardization capabilities (score 10) reflect investment in this dimension with limited specific signal data.

Standards

Shell's Standardization score indicates early-stage investment, with limited recorded tooling as the primary signals.

Shell's Mergers & Acquisitions capabilities (score 17) span Due Diligences and Data Acquisitions concepts.

Concepts

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

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

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