AECOM Impact Report

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

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Evaluating AECOM's Foundational Layer capabilities across Artificial Intelligence, Cloud, Open-Source, and 2 more. AECOM's highest score in this layer is Cloud (81), 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

AECOM's Artificial Intelligence capabilities (score 41) span Anthropic, OpenAI, and Hugging Face services.

Services

Tools

Concepts

Standards

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

AECOM's Cloud capabilities (score 81) are demonstrated through Amazon Web Services, Microsoft Azure, and Google Cloud Platform services.

Services

Tools

Concepts

Standards

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

AECOM's Open-Source capabilities (score 31) include GitHub, Bitbucket, and GitLab services.

Services

Tools

Concepts

Standards

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

AECOM's Languages capabilities (score 38) span .Net, Bash, and C Net languages.

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

AECOM's Code capabilities (score 27) are demonstrated through GitHub, Bitbucket, and GitLab services.

Services

Tools

Concepts

Standards

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

Evaluating AECOM's Retrieval & Grounding capabilities across Data, Databases, Virtualization, and 2 more. AECOM's highest score in this layer is Data (93), 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

AECOM's Data capabilities (score 93) are demonstrated through Tableau, Power BI, and Informatica services.

Services

Tools

Concepts

Standards

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

AECOM's Databases capabilities (score 29) span SQL Server, Teradata, and SAP HANA services.

Services

Tools

Concepts

Standards

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

AECOM's Virtualization capabilities (score 15) are demonstrated through Citrix NetScaler and Solaris Zones services.

Services

Tools

Concepts

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

AECOM's Specifications capabilities (score 7) include Application Programming Interfaces and API Managements concepts.

Concepts

Standards

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

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

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

Evaluating AECOM's Customization & Adaptation capabilities across Data Pipelines, Model Registry & Versioning, Multimodal Infrastructure, and 1 more. AECOM's highest score in this layer is Multimodal Infrastructure (12), reflecting investment in this dimension.

Waves

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

Signals

AECOM's Data Pipelines capabilities (score 6) are demonstrated through Informatica and Azure Data Factory services.

Services

Tools

Concepts

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

AECOM's Model Registry & Versioning capabilities (score 8) span Azure Databricks and Azure Machine Learning services.

Services

Tools

Concepts

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

AECOM's Multimodal Infrastructure capabilities (score 12) are demonstrated through Anthropic, OpenAI, and Hugging Face services.

Services

Tools

Concepts

AECOM's Multimodal Infrastructure score indicates early-stage investment, with Anthropic and OpenAI as the primary signals.

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

No recorded Domain Specialization investment signals were found for AECOM in the current dataset.
AECOM's Customization & Adaptation investment reflects early-stage or limited activity. Key platforms include Informatica, Azure Data Factory, and Azure Databricks.

Evaluating AECOM's Efficiency & Specialization capabilities across Automation, Containers, Platform, and 1 more. AECOM's highest score in this layer is Operations (58), 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

AECOM's Automation capabilities (score 53) span ServiceNow, Microsoft PowerPoint, and Power Platform services.

Services

Tools

Concepts

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

AECOM's Containers capabilities (score 23) span Docker, Kubernetes Operators, and Helm tools.

Tools

Concepts

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

AECOM's Platform capabilities (score 34) include ServiceNow, Salesforce, and Amazon Web Services services.

Services

Concepts

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

AECOM's Operations capabilities (score 58) include ServiceNow, Datadog, and New Relic services.

Services

Tools

Concepts

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

Evaluating AECOM's Productivity capabilities across Software As A Service (SaaS), Code, and Services. AECOM's highest score in this layer is Services (206), reflecting investment in this dimension.

Waves

Coding Assistants Coding Assistants Copilots Copilots

Signals

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

Services

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

AECOM's Code capabilities (score 27) are demonstrated through GitHub, Bitbucket, and GitLab services.

Services

Tools

Concepts

Standards

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

AECOM's Services capabilities (score 206) span BigCommerce, Slack, and Zendesk services.

Services

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

Evaluating AECOM's Integration & Interoperability capabilities across API, Integrations, Event-Driven, and 4 more. AECOM's highest score in this layer is Integrations (30), reflecting investment in this dimension.

Waves

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

Signals

AECOM's API capabilities (score 16) include Kong and MuleSoft services.

Services

Concepts

Standards

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

AECOM's Integrations capabilities (score 30) are demonstrated through Informatica, Azure Data Factory, and MuleSoft services.

Services

Concepts

Standards

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

AECOM's Event-Driven capabilities (score 11) span Kafka Connect, Spring Cloud Stream, and Apache NiFi tools.

Tools

Concepts

Standards

AECOM's Event-Driven score indicates early-stage investment, with Kafka Connect and Spring Cloud Stream as the primary signals.

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

Tools

Concepts

Standards

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

AECOM's Specifications capabilities (score 7) include Application Programming Interfaces and API Managements concepts.

Concepts

Standards

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

AECOM's Apache capabilities (score 8) span Apache Spark, Apache Airflow, and Apache Ant tools.

Tools

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

AECOM's CNCF capabilities (score 22) include Prometheus, SPIRE, and Score tools.

Tools

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

Evaluating AECOM's Statefulness capabilities across Observability, Governance, Security, and 1 more. AECOM's highest score in this layer is Data (93), reflecting data platform depth.

Waves

Memory Systems Memory Systems

Signals

AECOM's Observability capabilities (score 34) include Datadog, New Relic, and Dynatrace services.

Services

Tools

Concepts

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

AECOM's Governance capabilities (score 31) include Compliances, Governances, and Risk Managements concepts.

Concepts

Standards

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

AECOM's Security capabilities (score 43) include Cloudflare, Palo Alto Networks, and Citrix NetScaler services.

Services

Tools

Concepts

Standards

AECOM's Security investment is developing, with Cloudflare and Palo Alto Networks as the primary platforms, reflecting a growing but not yet fully mature posture.

AECOM's Data capabilities (score 93) are demonstrated through Tableau, Power BI, and Informatica services.

Services

Tools

Concepts

Standards

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

Evaluating AECOM's Measurement & Accountability capabilities across Testing & Quality, Observability, Developer Experience, and 1 more. AECOM's highest score in this layer is ROI & Business Metrics (40), reflecting investment in this dimension.

Waves

Evaluation & Benchmarking Evaluation & Benchmarking

Signals

AECOM's Testing & Quality capabilities (score 10) include SonarQube tools.

Tools

Concepts

Standards

AECOM's Testing & Quality score indicates early-stage investment, with SonarQube as the primary signals.

AECOM's Observability capabilities (score 34) include Datadog, New Relic, and Dynatrace services.

Services

Tools

Concepts

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

AECOM's Developer Experience capabilities (score 16) include GitHub, GitLab, and GitHub Actions services.

Services

Tools

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

AECOM's ROI & Business Metrics capabilities (score 40) include Tableau, Power BI, and Tableau Desktop services.

Services

Concepts

AECOM'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.
AECOM's Measurement & Accountability investment reflects growing capabilities with meaningful signals. Key platforms include Datadog, New Relic, and Dynatrace.

Evaluating AECOM's Governance & Risk capabilities across Regulatory Posture, AI Review & Approval, Security, and 2 more. AECOM's highest score in this layer is Security (43), reflecting security posture strength.

Waves

Governance & Compliance Governance & Compliance

Signals

AECOM's Regulatory Posture capabilities (score 9) are demonstrated through Compliances, Regulatory Compliances, and Compliance Frameworks concepts.

Concepts

Standards

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

AECOM's AI Review & Approval capabilities (score 13) include Anthropic, OpenAI, and Azure Machine Learning services.

Services

Tools

Concepts

Standards

AECOM's AI Review & Approval score indicates early-stage investment, with Anthropic and OpenAI as the primary signals.

AECOM's Security capabilities (score 43) include Cloudflare, Palo Alto Networks, and Citrix NetScaler services.

Services

Tools

Concepts

Standards

AECOM's Security investment is developing, with Cloudflare and Palo Alto Networks as the primary platforms, reflecting a growing but not yet fully mature posture.

AECOM's Governance capabilities (score 31) include Compliances, Governances, and Risk Managements concepts.

Concepts

Standards

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

AECOM's Privacy & Data Rights capabilities (score 2) span Data Protections concepts.

Concepts

Standards

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

Evaluating AECOM's Economics & Sustainability capabilities across AI FinOps, Provider Strategy, Partnerships & Ecosystem, and 2 more. AECOM's highest score in this layer is Partnerships & Ecosystem (18), 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

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

Services

Concepts

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

AECOM's Provider Strategy capabilities (score 12) are demonstrated through Salesforce, Microsoft, and Amazon Web Services services.

Services

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

AECOM's Partnerships & Ecosystem capabilities (score 18) are demonstrated through Anthropic, Salesforce, and LinkedIn services.

Services

Concepts

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

AECOM's Talent & Organizational Design capabilities (score 16) include LinkedIn, Workday, and PeopleSoft services.

Services

Concepts

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

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

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

Evaluating AECOM's Storytelling & Entertainment & Theater capabilities across Alignment, Standardization, Mergers & Acquisitions, and 1 more. AECOM's highest score in this layer is Alignment (26), 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

AECOM's Alignment capabilities (score 26) span Architectures, Digital Transformations, and Data Architectures concepts.

Concepts

Standards

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

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

Standards

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

AECOM's Mergers & Acquisitions capabilities (score 18) are demonstrated through Due Diligences, Data Acquisitions, and M&AS concepts.

Concepts

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

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

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