Adobe Impact Report

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

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Evaluating Adobe's Foundational Layer capabilities across Artificial Intelligence, Cloud, Open-Source, and 2 more. Adobe's highest score in this layer is Cloud (140), 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

Adobe's Artificial Intelligence capabilities (score 84) are demonstrated through Anthropic, OpenAI, and Databricks services.

Services

Tools

Concepts

Standards

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

Adobe's Cloud capabilities (score 140) span Amazon Web Services, Microsoft Azure, and Google Cloud Platform services.

Services

Tools

Concepts

Standards

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

Adobe's Open-Source capabilities (score 54) are demonstrated through GitHub, Bitbucket, and GitLab services.

Services

Tools

Concepts

Standards

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

Adobe's Languages capabilities (score 48) are demonstrated through .Net, Bash, and C# languages.

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

Adobe's Code capabilities (score 39) are demonstrated through GitHub, Bitbucket, and GitLab services.

Services

Tools

Concepts

Standards

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

Evaluating Adobe's Retrieval & Grounding capabilities across Data, Databases, Virtualization, and 2 more. Adobe's highest score in this layer is Data (121), 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

Adobe's Data capabilities (score 121) include Snowflake, Tableau, and Power BI services.

Services

Tools

Concepts

Standards

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

Adobe's Databases capabilities (score 35) span SQL Server, Teradata, and SAP HANA services.

Services

Tools

Concepts

Standards

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

Adobe's Virtualization capabilities (score 25) include VMware, Citrix NetScaler, and Solaris Zones services.

Services

Tools

Concepts

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

Adobe's Specifications capabilities (score 10) include Application Programming Interfaces, Web Services, and API Securities concepts.

Concepts

Standards

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

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

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

Evaluating Adobe's Customization & Adaptation capabilities across Data Pipelines, Model Registry & Versioning, Multimodal Infrastructure, and 1 more. Adobe's highest score in this layer is Model Registry & Versioning (22), reflecting investment in this dimension.

Waves

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

Signals

Adobe's Data Pipelines capabilities (score 11) span Azure Data Factory services.

Services

Tools

Concepts

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

Adobe's Model Registry & Versioning capabilities (score 22) include Databricks, Azure Databricks, and Azure Machine Learning services.

Services

Tools

Concepts

Adobe'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.

Adobe's Multimodal Infrastructure capabilities (score 21) are demonstrated through Anthropic, OpenAI, and Hugging Face services.

Services

Tools

Concepts

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

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

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

Evaluating Adobe's Efficiency & Specialization capabilities across Automation, Containers, Platform, and 1 more. Adobe's highest score in this layer is Operations (73), 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

Adobe's Automation capabilities (score 66) are demonstrated through ServiceNow, Microsoft PowerPoint, and GitHub Actions services.

Services

Tools

Concepts

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

Adobe's Containers capabilities (score 29) span OpenShift services.

Services

Tools

Concepts

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

Adobe's Platform capabilities (score 42) are demonstrated through ServiceNow, Salesforce, and Amazon Web Services services.

Services

Concepts

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

Adobe's Operations capabilities (score 73) include ServiceNow, Datadog, and New Relic services.

Services

Tools

Concepts

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

Evaluating Adobe's Productivity capabilities across Software As A Service (SaaS), Code, and Services. Adobe's highest score in this layer is Services (271), reflecting investment in this dimension.

Waves

Coding Assistants Coding Assistants Copilots Copilots

Signals

Adobe's Software As A Service (SaaS) capabilities (score 4) include BigCommerce, Slack, and Zendesk services.

Services

Concepts

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

Adobe's Code capabilities (score 39) are demonstrated through GitHub, Bitbucket, and GitLab services.

Services

Tools

Concepts

Standards

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

Adobe's Services capabilities (score 271) include BigCommerce, Slack, and Zendesk services.

Services

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

Evaluating Adobe's Integration & Interoperability capabilities across API, Integrations, Event-Driven, and 4 more. Adobe's highest score in this layer is Integrations (36), reflecting investment in this dimension.

Waves

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

Signals

Adobe's API capabilities (score 25) include Postman and Paw services.

Services

Concepts

Standards

Adobe's API investment is developing, with Postman and Paw as the primary platforms, reflecting a growing but not yet fully mature posture.

Adobe's Integrations capabilities (score 36) are demonstrated through Azure Data Factory, Oracle Integration, and Conductor services.

Services

Concepts

Standards

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

Adobe's Event-Driven capabilities (score 27) are demonstrated through Apache Kafka, RabbitMQ, and Kafka Connect tools.

Tools

Concepts

Standards

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

Adobe's Patterns capabilities (score 16) include Spring, Spring Boot, and Spring Framework tools.

Tools

Concepts

Standards

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

Adobe's Specifications capabilities (score 10) include Application Programming Interfaces, Web Services, and API Securities concepts.

Concepts

Standards

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

Adobe's Apache capabilities (score 17) span Apache Spark, Apache Kafka, and Apache Airflow tools.

Tools

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

Adobe's CNCF capabilities (score 30) are demonstrated through Kubernetes, Prometheus, and Envoy tools.

Tools

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

Evaluating Adobe's Statefulness capabilities across Observability, Governance, Security, and 1 more. Adobe's highest score in this layer is Data (121), reflecting data platform depth.

Waves

Memory Systems Memory Systems

Signals

Adobe's Observability capabilities (score 43) include Datadog, New Relic, and Splunk services.

Services

Tools

Concepts

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

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

Concepts

Standards

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

Adobe's Security capabilities (score 59) span Cloudflare, Microsoft Defender, and Palo Alto Networks services.

Services

Tools

Concepts

Standards

Adobe demonstrates strong Security investment through Cloudflare and Microsoft Defender, indicating mature security capabilities at enterprise scale.

Adobe's Data capabilities (score 121) include Snowflake, Tableau, and Power BI services.

Services

Tools

Concepts

Standards

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

Evaluating Adobe's Measurement & Accountability capabilities across Testing & Quality, Observability, Developer Experience, and 1 more. Adobe's highest score in this layer is ROI & Business Metrics (52), reflecting investment in this dimension.

Waves

Evaluation & Benchmarking Evaluation & Benchmarking

Signals

Adobe's Testing & Quality capabilities (score 23) span Selenium, Jest, and Playwright tools.

Tools

Concepts

Standards

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

Adobe's Observability capabilities (score 43) include Datadog, New Relic, and Splunk services.

Services

Tools

Concepts

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

Adobe's Developer Experience capabilities (score 23) span GitHub, GitLab, and GitHub Actions services.

Services

Tools

Concepts

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

Adobe's ROI & Business Metrics capabilities (score 52) include Tableau, Power BI, and Tableau Desktop services.

Services

Concepts

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

Evaluating Adobe's Governance & Risk capabilities across Regulatory Posture, AI Review & Approval, Security, and 2 more. Adobe's highest score in this layer is Security (59), reflecting security posture strength.

Waves

Governance & Compliance Governance & Compliance

Signals

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

Concepts

Standards

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

Adobe's AI Review & Approval capabilities (score 18) are demonstrated through Anthropic, OpenAI, and OpenAI APIs services.

Services

Tools

Concepts

Standards

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

Adobe's Security capabilities (score 59) span Cloudflare, Microsoft Defender, and Palo Alto Networks services.

Services

Tools

Concepts

Standards

Adobe demonstrates strong Security investment through Cloudflare and Microsoft Defender, indicating mature security capabilities at enterprise scale.

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

Concepts

Standards

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

Adobe's Privacy & Data Rights capabilities (score 4) include Data Protections concepts.

Concepts

Standards

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

Evaluating Adobe's Economics & Sustainability capabilities across AI FinOps, Provider Strategy, Partnerships & Ecosystem, and 2 more. Adobe'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

Adobe's AI FinOps capabilities (score 7) include Amazon Web Services, Microsoft Azure, and Google Cloud Platform services.

Services

Concepts

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

Adobe's Provider Strategy capabilities (score 14) span Salesforce, Microsoft, and Amazon Web Services services.

Services

Concepts

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

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

Services

Concepts

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

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

Services

Concepts

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

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

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

Evaluating Adobe's Storytelling & Entertainment & Theater capabilities across Alignment, Standardization, Mergers & Acquisitions, and 1 more. Adobe's highest score in this layer is Alignment (28), 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

Adobe's Alignment capabilities (score 28) include Architectures, Digital Transformations, and Data Architectures concepts.

Concepts

Standards

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

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

Standards

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

Adobe's Mergers & Acquisitions capabilities (score 19) include Due Diligences, M&AS, and Mergers And Acquisitions concepts.

Concepts

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

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

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