Advanced Course

From the creators of #1 AI Course on Maven

Beyond Evals: Designing Improvement Flywheels for AI Products

Designing Improvement Flywheels for AI Products

Build the feedback loops that turn your AI into a compounding advantage. Go beyond basic metrics to systematic improvement.

4.9/5 (440+) • Next Cohort June 6–27

4.9/5 (440+) • Next Cohort June 6–27

Created by

Aishwarya Naresh Reganti

CEO & Founder, LevelUp Labs

We've Trained Teams At
  • Deloitte

  • McKinsey

  • Goldman Sachs

Join 1,500+ alumni from Anthropic, Google, Amazon, McKinsey, Goldman Sachs, and 100+ more companies

The Full Agentic AI Stack

The Full Agentic AI Stack

In traditional software, 80% of work happens before deployment. In AI, 80% happens after. Our CC/CD framework teaches you to build systems that continuously calibrate and improve.

Content

7 Sessions + Projects
7 Sessions + Projects
7 Sessions + Projects

Hours/Week

~6
~6

Weeks

4-Week
4-Week
01
Understanding Evals & Why They're Misunderstood
02
Building a Pre-Deployment Evaluation Foundation
03
Choosing the Right Metrics for Your System
04
Production Monitoring & Closing the Loop
01
Understanding Evals & Why They're Misunderstood
02
Building a Pre-Deployment Evaluation Foundation
03
Choosing the Right Metrics for Your System
04
Production Monitoring & Closing the Loop

Learn from industry experts who've built AI systems at scale

Aishwarya Naresh Reganti

CEO & Founder, LevelUp Labs

Founder/CEO of LevelUp Labs with 10+ years of experience in enterprise machine learning systems, 35+ research papers at top tier AI conferences, has taught professional courses at institutions like MIT and Oxford. She’s a leading voice in enterprise AI and a keynote speaker at major conferences.

Aishwarya Naresh Reganti

CEO & Founder, LevelUp Labs

Founder/CEO of LevelUp Labs with 10+ years of experience in enterprise machine learning systems, 35+ research papers at top tier AI conferences, has taught professional courses at institutions like MIT and Oxford. She’s a leading voice in enterprise AI and a keynote speaker at major conferences.

Who this course is for

Software/AI Engineers, Data Professionals, Solution Architects and Consultants looking for systematic evaluation practices beyond one-time checks

Business Leaders and Product Managers seeking technical understanding of the AI product lifecycle and how to drive intentional iteration

Founders and teams stuck at evaluations and monitoring, unsure how to turn signals into real product improvements

What's included

Live sessions

2 hrs / week

Projects

2 hrs / week

Lifetime access

Go back to course content and recordings whenever you need to.

Community of peers

Stay accountable and share insights with like-minded professionals.

Certificate of completion

Share your new skills with your employer or on LinkedIn.

Async content

2 hrs / week

Enroll Now

Pricing

$1750 USD

$2,500

Limited Time

30% Off

Next Cohort

June 6–27, 2026

Time Commitment

~6 hrs/week

4-Week Intensive Program

7 Live Sessions (Office Hours Format)

Async Lecture Content

Hands-on Projects

Private Community Access

Lifetime Access to Materials

Certificate of Completion

Pricing

$1750 USD

$2,500

Limited Time

30% Off

Next Cohort

June 6–27, 2026

Time Commitment

~6 hrs/week

4-Week Intensive Program

7 Live Sessions (Office Hours Format)

Async Lecture Content

Hands-on Projects

Private Community Access

Lifetime Access to Materials

Certificate of Completion

Pricing

$1750 USD

$2,500

Limited Time

30% Off

Next Cohort

June 6–27, 2026

Time Commitment

~6 hrs/week

4-Week Intensive Program

7 Live Sessions (Office Hours Format)

Async Lecture Content

Hands-on Projects

Private Community Access

Lifetime Access to Materials

Certificate of Completion

Loved by Our Community

Discover how people are using our content to learn, grow, and achieve their goals.

  • Foundational thinking that will not expire with the next release cycle.

    Ginger Hildebrand

    Founder & Executive Advisor.

    Foundational thinking that will not expire with the next release cycle.

    Ginger Hildebrand

    Founder & Executive Advisor.

  • They didn't just teach tools or techniques. They taught a mindset build around solving problems

    Venkat V.

    Global Engineering Leader, Riverbed Technology.

    They didn't just teach tools or techniques. They taught a mindset build around solving problems

    Venkat V.

    Global Engineering Leader, Riverbed Technology.

  • Before joining, I considered myself AI-illiterate. After completing it, I can confidently say I'm now AI-literate.

    Priyank Agrawal

    Software Engineering Manager, VP @ Chase.

    Before joining, I considered myself AI-illiterate. After completing it, I can confidently say I'm now AI-literate.

    Priyank Agrawal

    Software Engineering Manager, VP @ Chase.

  • Cut through the noise, grounding everything in problem-first product thinking rather than jumping straight into tools.

    Nitya Thiyagarajan

    Product Leader @ DocuSign, Ex-Amazon.

    Cut through the noise, grounding everything in problem-first product thinking rather than jumping straight into tools.

    Nitya Thiyagarajan

    Product Leader @ DocuSign, Ex-Amazon.

  • Not a traditional course — an experience in deeply distilled knowledge. The curriculum focuses on core concepts and real-world experience, not fleeting tools.

    Reji Ravindran

    Program Manager @ Ivanti

    Not a traditional course — an experience in deeply distilled knowledge. The curriculum focuses on core concepts and real-world experience, not fleeting tools.

    Reji Ravindran

    Program Manager @ Ivanti

  • One of the most popular AI courses on Maven for a reason.

    Vibha R.

    Engineering Leader @ MSCI, Ex-Microsoft, Ex-Meta.

    One of the most popular AI courses on Maven for a reason.

    Vibha R.

    Engineering Leader @ MSCI, Ex-Microsoft, Ex-Meta.

  • I considered myself an AI business expert, yet I'm learning so much and filling gaps I didn't even know I had!

    Nadia V Gill

    SVP of Strategy (AI), Hitachi Digital.

    I considered myself an AI business expert, yet I'm learning so much and filling gaps I didn't even know I had!

    Nadia V Gill

    SVP of Strategy (AI), Hitachi Digital.

  • Hands down excellent — both in terms of pacing, coverage of materials, and technical depth.

    Karla Congson

    CEO, Agentiiv.com.

    Hands down excellent — both in terms of pacing, coverage of materials, and technical depth.

    Karla Congson

    CEO, Agentiiv.com.

  • The course structure is thoughtfully designed, with bite-sized weekly lessons that are engaging and easy to absorb.

    Ravi Nukala

    Senior Director of Engineering, BlackLine.

    The course structure is thoughtfully designed, with bite-sized weekly lessons that are engaging and easy to absorb.

    Ravi Nukala

    Senior Director of Engineering, BlackLine.

  • Foundational thinking that will not expire with the next release cycle.

    Ginger Hildebrand

    Founder & Executive Advisor.

  • They didn't just teach tools or techniques. They taught a mindset build around solving problems

    Venkat V.

    Global Engineering Leader, Riverbed Technology.

  • Before joining, I considered myself AI-illiterate. After completing it, I can confidently say I'm now AI-literate.

    Priyank Agrawal

    Software Engineering Manager, VP @ Chase.

  • Cut through the noise, grounding everything in problem-first product thinking rather than jumping straight into tools.

    Nitya Thiyagarajan

    Product Leader @ DocuSign, Ex-Amazon.

  • Not a traditional course — an experience in deeply distilled knowledge. The curriculum focuses on core concepts and real-world experience, not fleeting tools.

    Reji Ravindran

    Program Manager @ Ivanti

  • One of the most popular AI courses on Maven for a reason.

    Vibha R.

    Engineering Leader @ MSCI, Ex-Microsoft, Ex-Meta.

  • I considered myself an AI business expert, yet I'm learning so much and filling gaps I didn't even know I had!

    Nadia V Gill

    SVP of Strategy (AI), Hitachi Digital.

  • Hands down excellent — both in terms of pacing, coverage of materials, and technical depth.

    Karla Congson

    CEO, Agentiiv.com.

  • The course structure is thoughtfully designed, with bite-sized weekly lessons that are engaging and easy to absorb.

    Ravi Nukala

    Senior Director of Engineering, BlackLine.

  • The course structure is thoughtfully designed, with bite-sized weekly lessons that are engaging and easy to absorb.

    Ravi Nukala

    Senior Director of Engineering, BlackLine.

    The course structure is thoughtfully designed, with bite-sized weekly lessons that are engaging and easy to absorb.

    Ravi Nukala

    Senior Director of Engineering, BlackLine.

  • Hands down excellent — both in terms of pacing, coverage of materials, and technical depth.

    Karla Congson

    CEO, Agentiiv.com.

    Hands down excellent — both in terms of pacing, coverage of materials, and technical depth.

    Karla Congson

    CEO, Agentiiv.com.

  • I considered myself an AI business expert, yet I'm learning so much and filling gaps I didn't even know I had!

    Nadia V Gill

    SVP of Strategy (AI), Hitachi Digital.

    I considered myself an AI business expert, yet I'm learning so much and filling gaps I didn't even know I had!

    Nadia V Gill

    SVP of Strategy (AI), Hitachi Digital.

  • One of the most popular AI courses on Maven for a reason.

    Vibha R.

    Engineering Leader @ MSCI, Ex-Microsoft, Ex-Meta.

    One of the most popular AI courses on Maven for a reason.

    Vibha R.

    Engineering Leader @ MSCI, Ex-Microsoft, Ex-Meta.

  • Not a traditional course — an experience in deeply distilled knowledge. The curriculum focuses on core concepts and real-world experience, not fleeting tools.

    Reji Ravindran

    Program Manager @ Ivanti

    Not a traditional course — an experience in deeply distilled knowledge. The curriculum focuses on core concepts and real-world experience, not fleeting tools.

    Reji Ravindran

    Program Manager @ Ivanti

  • Cut through the noise, grounding everything in problem-first product thinking rather than jumping straight into tools.

    Nitya Thiyagarajan

    Product Leader @ DocuSign, Ex-Amazon.

    Cut through the noise, grounding everything in problem-first product thinking rather than jumping straight into tools.

    Nitya Thiyagarajan

    Product Leader @ DocuSign, Ex-Amazon.

  • Before joining, I considered myself AI-illiterate. After completing it, I can confidently say I'm now AI-literate.

    Priyank Agrawal

    Software Engineering Manager, VP @ Chase.

    Before joining, I considered myself AI-illiterate. After completing it, I can confidently say I'm now AI-literate.

    Priyank Agrawal

    Software Engineering Manager, VP @ Chase.

  • They didn't just teach tools or techniques. They taught a mindset build around solving problems

    Venkat V.

    Global Engineering Leader, Riverbed Technology.

    They didn't just teach tools or techniques. They taught a mindset build around solving problems

    Venkat V.

    Global Engineering Leader, Riverbed Technology.

  • Foundational thinking that will not expire with the next release cycle.

    Ginger Hildebrand

    Founder & Executive Advisor.

    Foundational thinking that will not expire with the next release cycle.

    Ginger Hildebrand

    Founder & Executive Advisor.

  • The course structure is thoughtfully designed, with bite-sized weekly lessons that are engaging and easy to absorb.

    Ravi Nukala

    Senior Director of Engineering, BlackLine.

  • Hands down excellent — both in terms of pacing, coverage of materials, and technical depth.

    Karla Congson

    CEO, Agentiiv.com.

  • I considered myself an AI business expert, yet I'm learning so much and filling gaps I didn't even know I had!

    Nadia V Gill

    SVP of Strategy (AI), Hitachi Digital.

  • One of the most popular AI courses on Maven for a reason.

    Vibha R.

    Engineering Leader @ MSCI, Ex-Microsoft, Ex-Meta.

  • Not a traditional course — an experience in deeply distilled knowledge. The curriculum focuses on core concepts and real-world experience, not fleeting tools.

    Reji Ravindran

    Program Manager @ Ivanti

  • Cut through the noise, grounding everything in problem-first product thinking rather than jumping straight into tools.

    Nitya Thiyagarajan

    Product Leader @ DocuSign, Ex-Amazon.

  • Before joining, I considered myself AI-illiterate. After completing it, I can confidently say I'm now AI-literate.

    Priyank Agrawal

    Software Engineering Manager, VP @ Chase.

  • They didn't just teach tools or techniques. They taught a mindset build around solving problems

    Venkat V.

    Global Engineering Leader, Riverbed Technology.

  • Foundational thinking that will not expire with the next release cycle.

    Ginger Hildebrand

    Founder & Executive Advisor.

Frequently Asked Questions

Do I need prior AI experience?

Yes. This is an advanced course. You should have a good understanding of AI system design and be familiar with concepts like RAG, tool use, and MCP. If you're looking for something more foundational, start with our Problem-First AI course.

How much time per week?

Plan for about 6 hours per week: 2 hours of live office-hour sessions, 2 hours of async lecture content, and 2 hours of hands-on projects.

What if I miss live sessions?

All sessions are recorded and available for you to watch at your own pace. You have lifetime access to all materials.

What will I build?

You'll work on hands-on projects that take you from one-time eval checks to a continuous improvement flywheel — using real evaluation and monitoring patterns you can apply to your own AI products.

Is there a refund policy?

Yes, covered by the Maven Guarantee. Full refund available through the second week of the course.

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Start with our free course or dive into a comprehensive live cohort experience.

© 2026 LevelUp Labs®. All rights reserved.

© 2026 LevelUp Labs®. All rights reserved.

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