AI integration
AI integration is the incorporation of artificial-intelligence capabilities into a software system, digital product, workflow, or decision-making process.
The Art of AI Product Development
AI integration is the incorporation of artificial intelligence capabilities into an existing or newly developed digital product.
- How it is used
- Guides product builders in identifying opportunities, managing risks, and allocating resources across AI initiatives.
- How deep it goes
- Distinguishes three starting scenarios and details brownfield data, governance, and infrastructure challenges.
- Examples
- Uses financial analytics, corporate reporting, sustainability reporting, and data analytics platforms as integration cases.
- What you can do after
- Evaluate AI opportunities and guide initiatives while accounting for integration risks and organizational context.
Read how The Art of AI Product Development explains AI integration →
AI for Everyday IT
AI adoption is the organizational process of accepting, implementing, and integrating artificial-intelligence capabilities into work and decision-making.
- How it is used
- Applies AI to workplace problems, process improvement, organizational adoption, and professional skill development.
- How deep it goes
- Explains practical use-case selection, experimentation, advocacy, and planning, but stops short of implementation details for complete production systems.
- Examples
- Uses HR data structuring, SharePoint metadata assignment, code documentation, and a six-month DevOps learning-plan prompt.
- What you can do after
- Apply it via AI tools to identify useful opportunities, improve work, demonstrate measurable value, and plan further skill development.
Related concepts
- ai projectimplemented by · An AI project is a planned effort to develop, apply, deploy, or evaluate a system or capability that incorporates artificial intelligence.
These guides are generated from the text of Manning books by Manning's knowledge graph and link to the sections they draw on. The full books are available on liveBook and at manning.com.