Rule-Based Intent Classifier for a Customer-Support Triage Bot
Overview
What this challenge is about.
Rule-Based Intent Classifier for a Customer-Support Triage Bot. Beginner-friendly challenge in code. Writing production code that solves real engineering pro...
The Brief
What you'll do, and what you'll demonstrate.
Build a rule-based intent classifier for support triage that auto-routes 75 percent of tickets with under 5 percent misroute rate.
This is not a coding exercise. It is the work a software engineer does between a Jira ticket and a merged PR. That distinction matters to every hiring manager who has seen candidates solve LeetCode problems and none who have shipped production code under real constraints.
When you finish, you will have something most graduates do not: a real-world deliverable, verified by Ewance, that you can show to a hiring manager and say "I did this. Here is the proof."
Earning criteria — what you'll demonstrate
- Design a rule-based classifier with hierarchical precision/coverage trade-offs
- Set confidence thresholds for hybrid AI + human-in-the-loop systems
- Evaluate classifier performance with per-category metrics
- Recommend when to escalate from rules to ML defensibly
Program Fit
Where this fits in your program.
Sharpens the same skills your degree expects you to demonstrate.
Introduction to Artificial Intelligence (CS Elective)
Bachelor · General Studies
Strong alignment
This challenge maps to Introduction to Artificial Intelligence (CS Elective) at the Bachelor 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.
- Knowledge Representation
Apply knowledge representation to solve real industry problems and demonstrate production-level capability.
- Rule Based Systems
Apply rule based systems to solve real industry problems and demonstrate production-level capability.
- Python Programming
Apply python programming to solve real industry problems and demonstrate production-level capability.
- Algorithm Evaluation
Apply algorithm evaluation to solve real industry problems and demonstrate production-level capability.
- Intelligent Agents
Apply intelligent agents to solve real industry problems and demonstrate production-level capability.
- Basic Learning
Apply basic learning 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:
Product Manager
PMs on support-tooling products need this rules-first lens to scope automation that ships in 2 weeks, not 2 quarters.
This challenge sharpens
- rule-based-systems
- algorithm-evaluation
- knowledge-representation