USA TODAY Impact Report

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

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Evaluating USA TODAY's Foundational Layer capabilities across Artificial Intelligence, Cloud, Open-Source, and 2 more. USA TODAY's highest score in this layer is Cloud (42), 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

USA TODAY's Artificial Intelligence capabilities (score 18) are demonstrated through Hugging Face and Bloomberg AIM services.

Services

Tools

Concepts

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

USA TODAY's Cloud capabilities (score 42) are demonstrated through Amazon Web Services, Microsoft Azure, and Google Cloud Platform services.

Services

Tools

USA TODAY's Cloud investment is developing, with Amazon Web Services and Microsoft Azure as the primary platforms, reflecting a growing but not yet fully mature posture.

USA TODAY's Open-Source capabilities (score 17) span GitHub, Bitbucket, and GitLab services.

Services

Tools

Standards

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

USA TODAY's Languages capabilities (score 28) include Go, NONE, and Perl languages.

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

USA TODAY's Code capabilities (score 16) include GitHub, Bitbucket, and GitLab services.

Services

Tools

Concepts

USA TODAY's Code investment is developing, with GitHub and Bitbucket as the primary platforms, reflecting a growing but not yet fully mature posture.
USA TODAY's Foundational Layer investment reflects a mature and broad technology posture across this layer. Key platforms include Hugging Face, Bloomberg AIM, and Amazon Web Services.

Evaluating USA TODAY's Retrieval & Grounding capabilities across Data, Databases, Virtualization, and 2 more. USA TODAY's highest score in this layer is Data (50), 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

USA TODAY's Data capabilities (score 50) span Tableau, Power BI, and Looker services.

Services

Tools

Concepts

Standards

USA TODAY's Data investment is developing, with Tableau and Power BI as the primary platforms, reflecting a growing but not yet fully mature posture.

USA TODAY's Databases capabilities (score 10) include Oracle Integration and Oracle E-Business Suite services.

Services

Tools

Concepts

Standards

USA TODAY's Databases score indicates early-stage investment, with Oracle Integration and Oracle E-Business Suite as the primary signals.

USA TODAY's Virtualization capabilities (score 7) include Citrix NetScaler services.

Services

Tools

USA TODAY's Virtualization score indicates early-stage investment, with Citrix NetScaler and Spring as the primary signals.

USA TODAY's Specifications capabilities (score 3) are demonstrated through Application Programming Interfaces concepts.

Concepts

Standards

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

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

No recorded Context Engineering investment signals were found for USA TODAY in the current dataset.
USA TODAY's Retrieval & Grounding investment reflects growing capabilities with meaningful signals. Key platforms include Tableau, Power BI, and Looker.

Evaluating USA TODAY's Customization & Adaptation capabilities across Data Pipelines, Model Registry & Versioning, Multimodal Infrastructure, and 1 more. USA TODAY's highest score in this layer is Model Registry & Versioning (5), reflecting investment in this dimension.

Waves

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

Signals

USA TODAY's Data Pipelines investment (score 0) indicates limited or no recorded activity in this dimension.

Tools

No recorded Data Pipelines investment signals were found for USA TODAY in the current dataset.

USA TODAY's Model Registry & Versioning capabilities (score 5) span TensorFlow and Kubeflow tools.

Tools

USA TODAY's Model Registry & Versioning score indicates early-stage investment, with TensorFlow and Kubeflow as the primary signals.

USA TODAY's Multimodal Infrastructure capabilities (score 4) include Hugging Face services.

Services

Tools

USA TODAY's Multimodal Infrastructure score indicates early-stage investment, with Hugging Face and Llama as the primary signals.

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

No recorded Domain Specialization investment signals were found for USA TODAY in the current dataset.
USA TODAY's Customization & Adaptation investment reflects early-stage or limited activity. Key platforms include Hugging Face.

Evaluating USA TODAY's Efficiency & Specialization capabilities across Automation, Containers, Platform, and 1 more. USA TODAY's highest score in this layer is Operations (35), 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

USA TODAY's Automation capabilities (score 25) include ServiceNow, Microsoft PowerPoint, and GitHub Actions services.

Services

Tools

Concepts

USA TODAY's Automation investment is developing, with ServiceNow and Microsoft PowerPoint as the primary platforms, reflecting a growing but not yet fully mature posture.

USA TODAY's Containers capabilities (score 9) are demonstrated through Buildpacks tools.

Tools

USA TODAY's Containers score indicates early-stage investment, with Buildpacks as the primary signals.

USA TODAY's Platform capabilities (score 27) are demonstrated through ServiceNow, Salesforce, and Amazon Web Services services.

Services

Concepts

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

USA TODAY's Operations capabilities (score 35) span ServiceNow, Datadog, and New Relic services.

Services

Tools

Concepts

USA TODAY's Operations investment is developing, with ServiceNow and Datadog as the primary platforms, reflecting a growing but not yet fully mature posture.
USA TODAY's Efficiency & Specialization investment reflects growing capabilities with meaningful signals. Key platforms include ServiceNow, Microsoft PowerPoint, and GitHub Actions.

Evaluating USA TODAY's Productivity capabilities across Software As A Service (SaaS), Code, and Services. USA TODAY's highest score in this layer is Services (125), reflecting investment in this dimension.

Waves

Coding Assistants Coding Assistants Copilots Copilots

Signals

USA TODAY's Software As A Service (SaaS) investment (score 0) indicates limited or no recorded activity in this dimension.

Services

No recorded Software As A Service (SaaS) investment signals were found for USA TODAY in the current dataset.

USA TODAY's Code capabilities (score 16) include GitHub, Bitbucket, and GitLab services.

Services

Tools

Concepts

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

USA TODAY's Services capabilities (score 125) span BigCommerce, HubSpot, and MailChimp services.

Services

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

Evaluating USA TODAY's Integration & Interoperability capabilities across API, Integrations, Event-Driven, and 4 more. USA TODAY's highest score in this layer is CNCF (13), reflecting investment in this dimension.

Waves

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

Signals

USA TODAY's API capabilities (score 10) include Application Programming Interfaces concepts.

Concepts

Standards

USA TODAY's API score indicates early-stage investment, with limited recorded tooling as the primary signals.

USA TODAY's Integrations capabilities (score 11) span Oracle Integration and Harness services.

Services

Concepts

USA TODAY's Integrations score indicates early-stage investment, with Oracle Integration and Harness as the primary signals.

USA TODAY's Event-Driven capabilities (score 2) span Apache NiFi tools.

Tools

Concepts

Standards

USA TODAY's Event-Driven score indicates early-stage investment, with Apache NiFi as the primary signals.

USA TODAY's Patterns capabilities (score 9) are demonstrated through Spring, Spring Boot, and Spring Framework tools.

Tools

Standards

USA TODAY's Patterns score indicates early-stage investment, with Spring and Spring Boot as the primary signals.

USA TODAY's Specifications capabilities (score 3) are demonstrated through Application Programming Interfaces concepts.

Concepts

Standards

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

USA TODAY's Apache capabilities (score 1) include Apache Ant, Apache AGE, and Apache Aries tools.

Tools

USA TODAY's Apache score indicates early-stage investment, with Apache Ant and Apache AGE as the primary signals.

USA TODAY's CNCF capabilities (score 13) include Prometheus, SPIRE, and Dex tools.

Tools

USA TODAY's CNCF score indicates early-stage investment, with Prometheus and SPIRE as the primary signals.
USA TODAY's Integration & Interoperability investment reflects growing capabilities with meaningful signals. Key platforms include Oracle Integration and Harness.

Evaluating USA TODAY's Statefulness capabilities across Observability, Governance, Security, and 1 more. USA TODAY's highest score in this layer is Data (50), reflecting data platform depth.

Waves

Memory Systems Memory Systems

Signals

USA TODAY's Observability capabilities (score 27) are demonstrated through Datadog, New Relic, and Dynatrace services.

Services

Tools

Concepts

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

USA TODAY's Governance capabilities (score 7) include Compliances, Governances, and Audits concepts.

Concepts

Standards

USA TODAY's Governance score indicates early-stage investment, with limited recorded tooling as the primary signals.

USA TODAY's Security capabilities (score 23) span Cloudflare, Palo Alto Networks, and Citrix NetScaler services.

Services

Tools

Concepts

Standards

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

USA TODAY's Data capabilities (score 50) span Tableau, Power BI, and Looker services.

Services

Tools

Concepts

Standards

USA TODAY's Data investment is developing, with Tableau and Power BI as the primary platforms, reflecting a growing but not yet fully mature posture.
USA TODAY's Statefulness investment reflects a mature and broad technology posture across this layer. Key platforms include Datadog, New Relic, and Dynatrace.

Evaluating USA TODAY's Measurement & Accountability capabilities across Testing & Quality, Observability, Developer Experience, and 1 more. USA TODAY's highest score in this layer is ROI & Business Metrics (29), reflecting investment in this dimension.

Waves

Evaluation & Benchmarking Evaluation & Benchmarking

Signals

USA TODAY's Testing & Quality capabilities (score 2) span SonarQube tools.

Tools

Concepts

Standards

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

USA TODAY's Observability capabilities (score 27) are demonstrated through Datadog, New Relic, and Dynatrace services.

Services

Tools

Concepts

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

USA TODAY's Developer Experience capabilities (score 14) span GitHub, GitLab, and GitHub Actions services.

Services

Tools

USA TODAY's Developer Experience score indicates early-stage investment, with GitHub and GitLab as the primary signals.

USA TODAY's ROI & Business Metrics capabilities (score 29) span Tableau, Power BI, and Tableau Desktop services.

Services

Concepts

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

Evaluating USA TODAY's Governance & Risk capabilities across Regulatory Posture, AI Review & Approval, Security, and 2 more. USA TODAY's highest score in this layer is Security (23), reflecting security posture strength.

Waves

Governance & Compliance Governance & Compliance

Signals

USA TODAY's Regulatory Posture capabilities (score 2) span Compliances and Legals concepts.

Concepts

Standards

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

USA TODAY's AI Review & Approval capabilities (score 4) include TensorFlow and Kubeflow tools.

Tools

USA TODAY's AI Review & Approval score indicates early-stage investment, with TensorFlow and Kubeflow as the primary signals.

USA TODAY's Security capabilities (score 23) span Cloudflare, Palo Alto Networks, and Citrix NetScaler services.

Services

Tools

Concepts

Standards

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

USA TODAY's Governance capabilities (score 7) include Compliances, Governances, and Audits concepts.

Concepts

Standards

USA TODAY's Governance score indicates early-stage investment, with limited recorded tooling as the primary signals.

USA TODAY's Privacy & Data Rights investment (score 0) indicates limited or no recorded activity in this dimension.

Concepts

No recorded Privacy & Data Rights investment signals were found for USA TODAY in the current dataset.
USA TODAY's Governance & Risk investment reflects growing capabilities with meaningful signals. Key platforms include Cloudflare, Palo Alto Networks, and Citrix NetScaler.

Evaluating USA TODAY's Economics & Sustainability capabilities across AI FinOps, Provider Strategy, Partnerships & Ecosystem, and 2 more. USA TODAY's highest score in this layer is Talent & Organizational Design (10), 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

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

Services

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

USA TODAY's Provider Strategy capabilities (score 6) are demonstrated through Salesforce, Microsoft, and Amazon Web Services services.

Services

Concepts

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

USA TODAY's Partnerships & Ecosystem capabilities (score 6) are demonstrated through Salesforce, LinkedIn, and Microsoft services.

Services

Concepts

USA TODAY's Partnerships & Ecosystem score indicates early-stage investment, with Salesforce and LinkedIn as the primary signals.

USA TODAY's Talent & Organizational Design capabilities (score 10) include LinkedIn, Workday, and PeopleSoft services.

Services

Concepts

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

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

No recorded Data Centers investment signals were found for USA TODAY in the current dataset.
USA TODAY's Economics & Sustainability investment reflects early-stage or limited activity. Key platforms include Amazon Web Services, Microsoft Azure, and Google Cloud Platform.

Evaluating USA TODAY's Storytelling & Entertainment & Theater capabilities across Alignment, Standardization, Mergers & Acquisitions, and 1 more. USA TODAY's highest score in this layer is Alignment (21), 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

USA TODAY's Alignment capabilities (score 21) are demonstrated through Architectures, Data Architectures, and Transformations concepts.

Concepts

Standards

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

USA TODAY's Standardization capabilities (score 7) reflect investment in this dimension with limited specific signal data.

Standards

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

USA TODAY's Mergers & Acquisitions capabilities (score 14) reflect investment in this dimension with limited specific signal data.

USA TODAY's Mergers & Acquisitions score indicates early-stage investment, with limited recorded tooling as the primary signals.

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

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