Token Usage Optimization
Learn how AI tokens work, where costs add up, and how to reduce usage with smarter prompts, token awareness, and practical tracking.
Skill level
BeginnerTime to complete
Average based on combined completion rates — individual pacing in lessons, projects, and quizzes may vary1 hourPrerequisites
None
About this course
Learn how tokens are counted and what drives their cost, then explore strategies for writing efficient prompts, choosing the right model, and managing long-running sessions. Discover how chat compression and caching affect usage, and recognize when optimization is worth the effort.
Skills you'll gain
Differentiate input and output tokens and explain how costs accumulate in a conversation
Construct token-efficient prompts using structure, formatting, and appropriate output length
Apply smart usage habits, model selection, session management, and effort settings to reduce unnecessary spend
Evaluate when token optimization is worth the effort versus when diminishing returns make “good enough” the right call
Syllabus
Token Usage Optimization
Learn how AI tokens work, where costs add up, and how to reduce usage with smarter prompts, token awareness, and practical tracking.
Certificate of completion available with Plus or Pro
Earn a certificate of completion and showcase your accomplishment on your resume or LinkedIn.
Earn a certificate of completion
Show your network you've done the work by earning a certificate of completion for each course or path you finish.- Show proofReceive a certificate that demonstrates you've completed a course or path.
- Build a collectionThe more courses and paths you complete, the more certificates you collect.
- Share with your networkEasily add certificates of completion to your LinkedIn profile to share your accomplishments.
Reviews from learners
- The progress I have made since starting to use codecademy is immense! I can study for short periods or long periods at my own convenience - mostly late in the evenings.ChrisCodecademy Learner @ USA
- I felt like I learned months in a week. I love how Codecademy uses learning by practice and gives great challenges to help the learner to understand a new concept and subject.RodrigoCodecademy Learner @ UK
- Brilliant learning experience. Very interactive. Literally a game changer if you're learning on your own.John-AndrewCodecademy Learner @ USA
Our learners work at
Join over 50 million learners and start Token Usage Optimization today!
Looking for something else?
Related resources
- Article
Transformer Architecture Explained With Self-Attention Mechanism
Learn the transformer architecture through visual diagrams, the self-attention mechanism, and practical examples. - Article
Authentication and OAuth
Learn about app authentication and the basics of OAuth. - Article
NVIDIA Nemotron 3 Nano tutorial: Build a research paper summarizer
Learn NVIDIA Nemotron 3 Nano and build a paper summarizer that processes 200-page documents —no chunking needed.
Related courses and paths
- This course shows how programmers can code a Java program that considers, interprets, and responds to input and output.
- Intermediate.1 hour
- Learn about effective prompting techniques to craft high-quality prompts, maximizing your use of generative AI.
- With Certificate
- Beginner Friendly.3 hours
- Learn machine learning operations best practices to deploy, monitor, and maintain production AI systems that are reliable, secure, and cost-effective.
- With Certificate
- Intermediate.2 hours
Browse more topics
- Web development5,926,585 learners enrolled
- AI2,734,691 learners enrolled
- Code foundations8,822,831 learners enrolled
- Computer science7,327,167 learners enrolled
- Data science5,559,315 learners enrolled
- Python4,511,682 learners enrolled
- For business4,295,321 learners enrolled
- Data analytics3,417,812 learners enrolled
- IT3,350,624 learners enrolled
Unlock additional features with a paid plan
Practice Projects
Guided projects that help you solidify the skills and concepts you're learning.Assessments
Auto-graded quizzes and immediate feedback help you reinforce your skills as you learn.Certificate of Completion
Earn a document to prove you've completed a course or path that you can share with your network.







