Novartis Impact Report

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

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Evaluating Novartis's Foundational Layer capabilities across Artificial Intelligence, Cloud, Open-Source, and 2 more. Novartis's highest score in this layer is Cloud (101), 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

Novartis's Artificial Intelligence capabilities (score 62) span Anthropic, OpenAI, and Databricks services.

Services

Tools

Concepts

Standards

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

Novartis's Cloud capabilities (score 101) span Amazon Web Services, Microsoft Azure, and Google Cloud Platform services.

Services

Tools

Concepts

Standards

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

Novartis's Open-Source capabilities (score 33) are demonstrated through GitHub, Bitbucket, and GitLab services.

Services

Tools

Concepts

Standards

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

Novartis's Languages capabilities (score 33) are demonstrated through .Net, Bash, and C# languages.

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

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

Services

Tools

Concepts

Standards

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

Evaluating Novartis's Retrieval & Grounding capabilities across Data, Databases, Virtualization, and 2 more. Novartis's highest score in this layer is Data (110), 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

Novartis's Data capabilities (score 110) span Snowflake, Tableau, and Power BI services.

Services

Tools

Concepts

Standards

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

Novartis's Databases capabilities (score 24) are demonstrated through SQL Server, Teradata, and SAP HANA services.

Services

Tools

Concepts

Standards

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

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

Services

Tools

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

Novartis's Specifications capabilities (score 7) include Application Programming Interfaces and Simple API for XML concepts.

Concepts

Standards

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

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

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

Evaluating Novartis's Customization & Adaptation capabilities across Data Pipelines, Model Registry & Versioning, Multimodal Infrastructure, and 1 more. Novartis's highest score in this layer is Model Registry & Versioning (15), reflecting investment in this dimension.

Waves

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

Signals

Novartis's Data Pipelines capabilities (score 11) span Informatica and Azure Data Factory services.

Services

Tools

Concepts

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

Novartis's Model Registry & Versioning capabilities (score 15) are demonstrated through Databricks, Azure Databricks, and Azure Machine Learning services.

Services

Tools

Concepts

Novartis'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.

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

Services

Tools

Concepts

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

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

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

Evaluating Novartis's Efficiency & Specialization capabilities across Automation, Containers, Platform, and 1 more. Novartis's highest score in this layer is Automation (59), 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

Novartis's Automation capabilities (score 59) span ServiceNow, Microsoft PowerPoint, and Power Platform services.

Services

Tools

Concepts

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

Novartis's Containers capabilities (score 24) are demonstrated through OpenShift services.

Services

Tools

Concepts

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

Novartis's Platform capabilities (score 39) are demonstrated through ServiceNow, Salesforce, and Amazon Web Services services.

Services

Concepts

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

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

Services

Tools

Concepts

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

Evaluating Novartis's Productivity capabilities across Software As A Service (SaaS), Code, and Services. Novartis's highest score in this layer is Services (232), reflecting investment in this dimension.

Waves

Coding Assistants Coding Assistants Copilots Copilots

Signals

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

Services

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

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

Services

Tools

Concepts

Standards

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

Novartis's Services capabilities (score 232) include BigCommerce, Zendesk, and HubSpot services.

Services

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

Evaluating Novartis's Integration & Interoperability capabilities across API, Integrations, Event-Driven, and 4 more. Novartis's highest score in this layer is Integrations (33), reflecting investment in this dimension.

Waves

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

Signals

Novartis's API capabilities (score 14) span Kong, MuleSoft, and Paw services.

Services

Concepts

Standards

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

Novartis's Integrations capabilities (score 33) are demonstrated through Informatica, Azure Data Factory, and MuleSoft services.

Services

Concepts

Standards

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

Novartis's Event-Driven capabilities (score 17) span Kafka Connect, Spring Cloud Stream, and Apache NiFi tools.

Tools

Concepts

Standards

Novartis's Event-Driven investment is developing, with Kafka Connect and Spring Cloud Stream as the primary platforms, reflecting a growing but not yet fully mature posture.

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

Tools

Concepts

Standards

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

Novartis's Specifications capabilities (score 7) include Application Programming Interfaces and Simple API for XML concepts.

Concepts

Standards

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

Novartis's Apache capabilities (score 5) span Apache Spark, Apache Airflow, and Apache Maven tools.

Tools

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

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

Tools

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

Evaluating Novartis's Statefulness capabilities across Observability, Governance, Security, and 1 more. Novartis's highest score in this layer is Data (110), reflecting data platform depth.

Waves

Memory Systems Memory Systems

Signals

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

Services

Tools

Concepts

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

Novartis's Governance capabilities (score 33) are demonstrated through Compliances, Governances, and Risk Managements concepts.

Concepts

Standards

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

Novartis's Security capabilities (score 48) are demonstrated through Cloudflare, Palo Alto Networks, and Citrix NetScaler services.

Services

Tools

Concepts

Standards

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

Novartis's Data capabilities (score 110) span Snowflake, Tableau, and Power BI services.

Services

Tools

Concepts

Standards

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

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

Waves

Evaluation & Benchmarking Evaluation & Benchmarking

Signals

Novartis's Testing & Quality capabilities (score 13) include Selenium, Jest, and SonarQube tools.

Tools

Concepts

Standards

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

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

Services

Tools

Concepts

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

Novartis's Developer Experience capabilities (score 17) span GitHub, GitLab, and GitHub Actions services.

Services

Tools

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

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

Services

Concepts

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

Evaluating Novartis's Governance & Risk capabilities across Regulatory Posture, AI Review & Approval, Security, and 2 more. Novartis's highest score in this layer is Security (48), reflecting security posture strength.

Waves

Governance & Compliance Governance & Compliance

Signals

Novartis's Regulatory Posture capabilities (score 11) span Compliances, Regulatory Compliances, and Compliance Frameworks concepts.

Concepts

Standards

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

Novartis's AI Review & Approval capabilities (score 11) span Anthropic, OpenAI, and Azure Machine Learning services.

Services

Tools

Concepts

Standards

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

Novartis's Security capabilities (score 48) are demonstrated through Cloudflare, Palo Alto Networks, and Citrix NetScaler services.

Services

Tools

Concepts

Standards

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

Novartis's Governance capabilities (score 33) are demonstrated through Compliances, Governances, and Risk Managements concepts.

Concepts

Standards

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

Novartis's Privacy & Data Rights capabilities (score 5) span Data Protections concepts.

Concepts

Standards

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

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

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

Services

Concepts

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

Novartis's Provider Strategy capabilities (score 13) include Salesforce, Microsoft, and Amazon Web Services services.

Services

Concepts

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

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

Services

Concepts

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

Novartis's Talent & Organizational Design capabilities (score 8) span LinkedIn, Workday, and PeopleSoft services.

Services

Concepts

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

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

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

Evaluating Novartis's Storytelling & Entertainment & Theater capabilities across Alignment, Standardization, Mergers & Acquisitions, and 1 more. Novartis'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

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

Concepts

Standards

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

Novartis's Standardization capabilities (score 11) reflect investment in this dimension with limited specific signal data.

Standards

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

Novartis's Mergers & Acquisitions capabilities (score 21) are demonstrated through Due Diligences, Data Acquisitions, and M&AS concepts.

Concepts

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

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

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