Intelligent Citizen Support and Service Automation System
Group: Business Requirement
Product Category: AI & Data Science
Sub Category: AI Engineering
Solution Available
Source code, datasets, and other related files for the solution will be provided.
About this Product
Intelligent Citizen Support and Service Automation Application is a beginner-level, Python CLI product that simulates a real-world government service triage system — where citizen requests are automatically classified, matched to guidance articles using embeddings, and drafted into cited replies that a clerk must approve. No frontend or database server required.
With this product, you'll build a CLI application that can:
- Accept and validate citizen service requests — permits, benefits, appointments, street and waste issues
- Redact PII (email, phone, national ID) from request text before any LLM or embedding call
- Classify each request into a category and urgency level using a versioned LLM prompt with strict JSON output
- Retrieve the top 3 relevant guidance articles using cosine similarity on text embeddings
- Draft a grounded, cited reply using only retrieved articles — ungrounded drafts route to manual review automatically
Building this product gives you hands-on experience in:
- LLM API integration — OpenAI-compatible chat and embeddings with retry and fallback logic
- Prompt engineering — versioned prompts, strict JSON schema, repair instructions, and grounding rules
- Embeddings and RAG — cosine similarity retrieval with configurable top-k and threshold tuning
- Python CLI development with Typer, Pydantic, SQLite, and pytest
- Responsible AI patterns — PII redaction, prompt injection containment, and human-in-the-loop approval
It uses Python 3.11+, OpenAI SDK, NumPy, Pydantic, Typer, SQLite, and pytest — with a mock provider so the entire build runs offline without an API key.
Why this product matters: Triage automation, RAG pipelines, and human oversight are the most in-demand AI engineering patterns today — all three taught together in a domain actively adopting AI.
Resources
The complete Intelligent Citizen Support and Service Automation Application Business Requirements Document (BRD) is available as a Read-Only attachment. It provides the complete project specification, including the business context, objectives, scope, requirements, use cases, domain concepts, and design expectations. Review the BRD carefully before starting the implementation.
Asset Contents:
- Project overview and business objectives
- In-scope and out-of-scope definitions
- Functional and non-functional requirements
- Key use cases and business workflows
- Domain model, entities, and core concepts — requests, articles, drafts, decisions, and LLM call logs
- Design and implementation requirements — CLI commands, provider interface, prompt files, and data quality rules
- Requirements traceability and supporting documentatio
Topics
Skills
Languages
English
Level
Intermediate
Business Domain
GovTech / Citizen Services
Project Mentors
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