Data & Cohort Intelligence

Conversational
Cohort Insights (RAG).

Don't just collect data—interact with it. Our Retrieval-Augmented Generation (RAG) engine allows academic directors to query their institution's performance in real-time using natural language.

The Data Lake

Every syntax error, every hesitation in a speaking exam, and every reading distractor chosen is logged. This creates an incredibly dense pedagogical data lake for your institution.

Natural Language Queries

Stop building complex SQL dashboards. Ask the system: "Which grammar errors are most common in Mr. Smith's B2 class?" or "Show me a list of students struggling with Lexical Resource."

Curriculum Intervention

By identifying macro-trends across cohorts, academic directors can surgically adjust curriculum. If the entire Grade 10 cohort is failing on Subject-Verb Agreement, you know exactly where to allocate teaching hours next week.

Director Dashboard
User Query
"Identify the top 3 weaknesses in the Fall 2026 Intensive English cohort."
RAG Engine Response
Analyzing 1,420 recent submissions...

The cohort is primarily struggling with:
1. GRA.TENSE.PERFECT 42% error rate
2. LEX.COLLOC.VERB_NOUN 38% error rate
3. COH.TRANSITION.LOGICAL 29% error rate