Atlassian Impact Report

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

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Evaluating Atlassian's Foundational Layer capabilities across Artificial Intelligence, Cloud, Open-Source, and 2 more. Atlassian's highest score in this layer is Cloud (76), 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

Atlassian's Artificial Intelligence capabilities (score 35) span Anthropic, OpenAI, and Hugging Face services.

Services

Tools

Concepts

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

Atlassian's Cloud capabilities (score 76) include Amazon Web Services, Microsoft Azure, and CloudFormation services.

Services

Tools

Concepts

Standards

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

Atlassian's Open-Source capabilities (score 25) include GitHub, Bitbucket, and GitLab services.

Services

Tools

Concepts

Standards

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

Atlassian's Languages capabilities (score 32) span .Net, Bash, and C Net languages.

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

Atlassian's Code capabilities (score 31) include GitHub, Bitbucket, and GitLab services.

Services

Tools

Concepts

Standards

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

Evaluating Atlassian's Retrieval & Grounding capabilities across Data, Databases, Virtualization, and 2 more. Atlassian's highest score in this layer is Data (63), 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

Atlassian's Data capabilities (score 63) are demonstrated through Power BI, Power Query, and Azure Data Factory services.

Services

Tools

Concepts

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

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

Services

Tools

Concepts

Standards

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

Atlassian's Virtualization capabilities (score 17) span VMware, Citrix NetScaler, and Solaris Zones services.

Services

Tools

Concepts

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

Atlassian's Specifications capabilities (score 7) include Application Programming Interfaces, Web Services, and Simple API for XML concepts.

Concepts

Standards

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

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

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

Evaluating Atlassian's Customization & Adaptation capabilities across Data Pipelines, Model Registry & Versioning, Multimodal Infrastructure, and 1 more. Atlassian's highest score in this layer is Multimodal Infrastructure (14), reflecting investment in this dimension.

Waves

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

Signals

Atlassian's Data Pipelines capabilities (score 3) are demonstrated through Azure Data Factory services.

Services

Tools

Concepts

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

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

Services

Tools

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

Atlassian's Multimodal Infrastructure capabilities (score 14) span Anthropic, OpenAI, and Hugging Face services.

Services

Tools

Concepts

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

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

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

Evaluating Atlassian's Efficiency & Specialization capabilities across Automation, Containers, Platform, and 1 more. Atlassian's highest score in this layer is Operations (55), 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

Atlassian's Automation capabilities (score 38) span ServiceNow, Microsoft PowerPoint, and GitHub Actions services.

Services

Tools

Concepts

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

Atlassian's Containers capabilities (score 18) are demonstrated through Docker and Buildpacks tools.

Tools

Concepts

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

Atlassian's Platform capabilities (score 30) are demonstrated through ServiceNow, Salesforce, and Amazon Web Services services.

Services

Concepts

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

Atlassian's Operations capabilities (score 55) include ServiceNow, Datadog, and New Relic services.

Services

Tools

Concepts

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

Evaluating Atlassian's Productivity capabilities across Software As A Service (SaaS), Code, and Services. Atlassian's highest score in this layer is Services (192), reflecting investment in this dimension.

Waves

Coding Assistants Coding Assistants Copilots Copilots

Signals

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

Services

Concepts

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

Atlassian's Code capabilities (score 31) include GitHub, Bitbucket, and GitLab services.

Services

Tools

Concepts

Standards

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

Atlassian's Services capabilities (score 192) are demonstrated through BigCommerce, Slack, and Zendesk services.

Services

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

Evaluating Atlassian's Integration & Interoperability capabilities across API, Integrations, Event-Driven, and 4 more. Atlassian's highest score in this layer is API (19), reflecting investment in this dimension.

Waves

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

Signals

Atlassian's API capabilities (score 19) include Kong services.

Services

Concepts

Standards

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

Atlassian's Integrations capabilities (score 16) include Azure Data Factory, Oracle Integration, and Harness services.

Services

Concepts

Standards

Atlassian'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.

Atlassian's Event-Driven capabilities (score 11) span Kafka Connect and Apache NiFi tools.

Tools

Concepts

Standards

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

Atlassian's Patterns capabilities (score 13) include Spring, Spring Boot, and Spring Framework tools.

Tools

Concepts

Standards

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

Atlassian's Specifications capabilities (score 7) include Application Programming Interfaces, Web Services, and Simple API for XML concepts.

Concepts

Standards

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

Atlassian's Apache capabilities (score 5) span Apache Spark, Apache Cassandra, and Apache Ant tools.

Tools

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

Atlassian's CNCF capabilities (score 18) are demonstrated through Prometheus, SPIRE, and Score tools.

Tools

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

Evaluating Atlassian's Statefulness capabilities across Observability, Governance, Security, and 1 more. Atlassian's highest score in this layer is Data (63), reflecting data platform depth.

Waves

Memory Systems Memory Systems

Signals

Atlassian's Observability capabilities (score 33) are demonstrated through Datadog, New Relic, and Splunk services.

Services

Tools

Concepts

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

Atlassian's Governance capabilities (score 18) are demonstrated through Compliances, Governances, and Risk Managements concepts.

Concepts

Standards

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

Atlassian's Security capabilities (score 38) span Cloudflare, Palo Alto Networks, and Citrix NetScaler services.

Services

Tools

Concepts

Standards

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

Atlassian's Data capabilities (score 63) are demonstrated through Power BI, Power Query, and Azure Data Factory services.

Services

Tools

Concepts

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

Evaluating Atlassian's Measurement & Accountability capabilities across Testing & Quality, Observability, Developer Experience, and 1 more. Atlassian's highest score in this layer is ROI & Business Metrics (38), reflecting investment in this dimension.

Waves

Evaluation & Benchmarking Evaluation & Benchmarking

Signals

Atlassian's Testing & Quality capabilities (score 11) span Jest and SonarQube tools.

Tools

Concepts

Standards

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

Atlassian's Observability capabilities (score 33) are demonstrated through Datadog, New Relic, and Splunk services.

Services

Tools

Concepts

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

Atlassian's Developer Experience capabilities (score 15) are demonstrated through GitHub, GitLab, and GitHub Actions services.

Services

Tools

Concepts

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

Atlassian's ROI & Business Metrics capabilities (score 38) span Power BI and Crystal Reports services.

Services

Concepts

Atlassian's ROI & Business Metrics investment is developing, with Power BI and Crystal Reports as the primary platforms, reflecting a growing but not yet fully mature posture.
Atlassian's Measurement & Accountability investment reflects growing capabilities with meaningful signals. Key platforms include Datadog, New Relic, and Splunk.

Evaluating Atlassian's Governance & Risk capabilities across Regulatory Posture, AI Review & Approval, Security, and 2 more. Atlassian's highest score in this layer is Security (38), reflecting security posture strength.

Waves

Governance & Compliance Governance & Compliance

Signals

Atlassian's Regulatory Posture capabilities (score 9) are demonstrated through Compliances, Legals, and Legal Compliances concepts.

Concepts

Standards

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

Atlassian's AI Review & Approval capabilities (score 12) are demonstrated through Anthropic, OpenAI, and Azure Machine Learning services.

Services

Tools

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

Atlassian's Security capabilities (score 38) span Cloudflare, Palo Alto Networks, and Citrix NetScaler services.

Services

Tools

Concepts

Standards

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

Atlassian's Governance capabilities (score 18) are demonstrated through Compliances, Governances, and Risk Managements concepts.

Concepts

Standards

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

Atlassian's Privacy & Data Rights capabilities (score 3) are demonstrated through Data Protections concepts.

Concepts

Standards

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

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

Atlassian's AI FinOps capabilities (score 4) include Amazon Web Services and Microsoft Azure services.

Services

Concepts

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

Atlassian's Provider Strategy capabilities (score 10) include Salesforce, Microsoft, and Amazon Web Services services.

Services

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

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

Services

Concepts

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

Atlassian's Talent & Organizational Design capabilities (score 14) span LinkedIn, Workday, and PeopleSoft services.

Services

Concepts

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

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

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

Evaluating Atlassian's Storytelling & Entertainment & Theater capabilities across Alignment, Standardization, Mergers & Acquisitions, and 1 more. Atlassian's highest score in this layer is Alignment (18), 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

Atlassian's Alignment capabilities (score 18) are demonstrated through Architectures, Digital Transformations, and Cloud Architectures concepts.

Concepts

Standards

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

Atlassian's Standardization capabilities (score 9) reflect investment in this dimension with limited specific signal data.

Standards

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

Atlassian's Mergers & Acquisitions capabilities (score 14) span Due Diligences and Talent Acquisitions concepts.

Concepts

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

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

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