CampusVoice

CampusVoice uses 13,192 real student reviews from Rate My Professors and College Confidential, covering professor quality, grading, course difficulty, and teaching style across 7 US universities.

University of Tennessee Knoxville (UTK), Vanderbilt University, Georgia Institute of Technology, University of Florida, University of Michigan, UCLA, and Duke University.

Yes — try "Is Professor [Last Name] good at [University]?" CampusVoice will find reviews for that professor and surface patterns across them. Note: the AI presents student review patterns, not its own verdict on any individual professor.

Yes — quotes are retrieved, not generated. Every quote comes directly from the Elasticsearch index: Gemini searches the database, retrieves matching review documents, and copies the comment field text exactly. Gemini does not write or paraphrase quotes — it is explicitly instructed to only quote text present in the retrieved search results, and to use plain paraphrase (without quotation marks) if no verbatim match exists. This grounding in retrieved documents is why the architecture uses Elastic MCP search rather than relying on the LLM's memory alone.

Answers are synthesized from retrieved student reviews and always include verbatim quotes from the database. Accuracy depends on how many reviews exist for the topic — well-covered professors and departments will yield stronger patterns. For niche questions with few reviews, treat answers as directional rather than definitive.

The reviews were collected in June 2026 from Rate My Professors and College Confidential. Data is not updated in real time but reflects the most recent reviews available at collection time.

Yes! On the All Universities tab, try asking "How does grading at Vanderbilt compare to Georgia Tech?" and CampusVoice will search both schools and give a side-by-side summary.

Yes, CampusVoice is completely free. It was built for the Google Cloud Rapid Agent Hackathon 2026.

Your question is sent to Gemini 2.5 Flash, which uses the Elastic MCP Server to search an Elasticsearch index of student reviews. Gemini reads the results, identifies patterns, and writes a synthesized answer with real quotes — all in one agent loop.

Selection bias: Rate My Professors attracts students with strong feelings — the satisfied middle often doesn't post. This means complaints may be overrepresented and praise may skew toward exceptional cases. Use CampusVoice to spot patterns and hear specific voices, not to compute a statistically representative satisfaction score.

Data freshness: Reviews were collected in June 2026 and are not updated in real time. Answers reflect historical sentiment up to that point.

University coverage: Currently limited to 7 US universities (UTK, Vanderbilt, Georgia Tech, UF, Michigan, UCLA, Duke).

Scope: Data covers professor quality, grading, workload, and course difficulty only — not housing, dining, sports, admissions, or campus life.