Beta / Demo

LAMC Chatbot Testing

This is a development prototype of the Los Angeles Mission College AI assistant. Use the chat panel on the right to test questions, or click any sample below to auto-fill.

Knowledge Graph Questions

The chatbot is backed by a knowledge graph that connects course, program, and transfer data across all 9 LACCD campuses. It enriches the college catalog with transfer articulation data from California's official ASSIST.org database—linking 20,000+ courses to their UC/CSU transferability, GE area codes, and historical renumberings. Unlike keyword search or simple Q&A, the graph encodes relationships between entities—enabling queries that cross multiple data boundaries at once.

What the graph can answer today:

  • Transfer eligibility — Is a course UC or CSU transferable?
  • GE area fulfillment — Which courses satisfy IGETC Area 2A (Math), CSU-GE Area A2 (Written Communication), or Cal-GETC requirements?
  • Course renumberings — 2,700+ auto-detected cross-references (e.g., MATH 227 became STAT C1000 across all 9 campuses)
  • Cross-campus course data — Compare the same course across all LACCD colleges without 9 separate API calls
  • Free textbook links — OpenStax peer-reviewed textbooks linked to subjects in the graph

RAG answers are automatically enriched with graph context when course codes are detected. Schedule results include transfer and GE info.

General / Campus Info (Q1–Q6)
Schedule / Class Lookup (Q7–Q14)
Programs / Degrees (Q15–Q20)
Cross-Campus / District (Q21–Q25)
RAG Override Phrases (Q26–Q35)
Schedule — Specific Courses (Q36–Q43)
Schedule — Term Edge Cases (Q44–Q47)
Cross-Campus Schedule (Q48–Q53)
Programs — Single Campus (Q54–Q59)
Programs — District-Wide (Q60–Q63)
Language Detection (Q64–Q68)
ZTC / Textbook Cost (Q76–Q82)
Course Sequences (SEQ1–SEQ4)
Ambiguous / Edge Cases (Q69–Q75)