Overview
What this challenge is about.
Analyze API logs to cost-model a foundation-model migration across three scenarios with bootstrap CIs. Deliver a memo and earn your verifiable certificate.
The scenario
The customer (around 180 people, around USD 40M ARR, consumer-AI productivity app) currently spends about USD 1.1M per year on foundation-model API; the wrong call costs the company a meaningful chunk of gross margin.
The Brief
What you'll do, and what you'll demonstrate.
Decide whether to migrate to the new foundation-model API tier given cost, quality, and migration-risk constraints.
Earning criteria — what you'll demonstrate
- Model AI inference costs across scenarios
- Run paired statistical comparisons of model quality
- Reason about migration risks specific to foundation-model APIs
- Communicate cost-quality trade-offs to a CFO
Program Fit
Where this fits in your program.
Sharpens the same skills your degree expects you to demonstrate.
AI for Business and AI Product Management
Master · Applied Ai
Strong alignment
This challenge maps to AI for Business and AI Product Management at the Master level. It sharpens the same practical skills your coursework expects — but in a real industry context with actual constraints and deliverables.
Skills
Skills you'll demonstrate.
Each one shows up on your verified credential.
- Cost Modeling
Apply cost modeling to solve real industry problems and demonstrate production-level capability.
- Ai Strategy
Apply ai strategy to solve real industry problems and demonstrate production-level capability.
- Model Evaluation
Apply model evaluation to solve real industry problems and demonstrate production-level capability.
- Vendor Evaluation
Apply vendor evaluation to solve real industry problems and demonstrate production-level capability.
- Financial Modeling
Build and validate financial models that support strategic business decisions.
- Ai Product Management
Apply ai product management to solve real industry problems and demonstrate production-level capability.
Careers
Career paths this challenge builds toward
Completing this challenge demonstrates skills that transfer directly to these roles:
AI Engineer
Cost + quality migration analysis is the AI-engineer project that shows business judgment beyond pure model work.
This challenge sharpens
- cost-modeling
- model-evaluation
- ai-strategy
AI Product Manager
Translating model choice into a CFO-facing decision is the AI PM skill at production-AI companies.
This challenge sharpens
- ai-strategy
- vendor-evaluation
- financial-modeling