Student Voice

stuvoice.org

Student Voice provides structured analysis of open-ended student feedback, delivering consistent and accurate insights into free-text comments. It supports sector benchmarking as well as demographic and historical analysis, enabling institutions to compare results across groups and over time.

Using machine learning models trained on data from more than 100 universities, the platform classifies comments and identifies underlying sentiment at scale. As an Education Software solution, it generates detailed reports that help institutions base decisions on a clear understanding of what students express in their written responses.

LLM mention score The LLM mention score is the total number of mentions of this brand in different LLM chatbots, normalized to the scale from 0 to 100. You can get actual, non-normalized numbers via the LLM Mention API from DataForSEO.

Normalized 0–100 · last 8 weeks

DataForSeo API

Get LLM mention data of any company via DataForSEO API

Get access to the structured data on keyword, brand, and website mentions in LLMs, including metrics like AI search volume, impressions, and mentions count. 

How to get LLM mention data →
// Fetch Student Voice mention score
POST /v3/content_analysis/summary
{
  "keyword": "Student Voice",
  "type": "llm_mentions",
  "date_from": "2025-01-01"
}