Ai project
An AI project is a planned effort to develop, apply, deploy, or evaluate a system or capability that incorporates artificial intelligence.
The Art of AI Product Development
A project that develops a product or solution incorporating artificial intelligence.
- How it is used
- Frames AI development as an opportunity-led product effort connecting user needs, business goals, technology, and governance.
- How deep it goes
- Explains decision criteria, collaboration, experimentation, and governance, but stops short of model implementation details.
- Examples
- Uses predictive inventory optimization, demand variability, waste reduction, client adoption, upsell revenue, and executive pitching as concrete examples.
- What you can do after
- Evaluate AI opportunities, align cross-functional teams, pitch initiatives, prototype responsibly, and plan iterative launches with safeguards.
Read how The Art of AI Product Development explains ai project →
Inside AI
An AI project is an organized effort to design, develop, and deploy an artificial-intelligence solution for a defined objective.
- How it is used
- Guides teams from business justification through data work, modeling, deployment, and post-deployment improvement.
- How deep it goes
- Breaks the process into operational stages and decision criteria but leaves algorithm implementation to specialized techniques.
- Examples
- Uses fraud prevention, customer loss, product associations, and credit-card authorization as concrete project scenarios.
- What you can do after
- Build an AI project around a modest objective, validate its data and performance, deploy it, and monitor its operation.
Related concepts
- lifecycleuses · A lifecycle is the sequence of stages or states an entity, process, or artifact passes through during its existence.
- subject matter expertuses · A subject matter expert is a person with specialized knowledge or experience in a particular subject area, problem domain, or professional field.
- monitoringuses · Monitoring is the ongoing observation and measurement of a system’s behavior, state, or operational signals to assess its condition and detect changes or problems.
- conversational aiuses · Conversational AI is artificial intelligence that enables software systems to interact with users through natural-language dialogue.
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.

