Case Studies

EdTech · Learner Assessment · Placement Readiness · India / Global

EdTech & Learner Intelligence Platforms

We build AI-powered platforms that assess learner readiness, generate personalised reports, and give institutions complete visibility into skill gaps — enabling targeted interventions across entire cohorts with minimal faculty effort.

Who this is for

Universities & colleges Training institutes Student consultation firms EdTech platforms Employability programmes

Platform Standards

Per-student · Cohort-based · Institutional licensing
OpenAI API integration · Python AI pipelines
Competitor benchmarking · Industry data integration
Cloud-native · .NET backend · Multi-language support

The Challange

Institutions had no standardised, data-driven way to assess student readiness. Assessment was manual, covered only 10–20% of students, and produced generic group-level feedback. Consultants spent 20–30 minutes per student just to understand their profile — an unsustainable model at scale.

Our Capabilities

AI Placement Readiness Audit Engine

Evaluates students through AI-driven simulated interviews covering communication, behavioural, and role-specific readiness — covering 100% of cohorts without faculty involvement.

LLM-based interview simulation Speech analysis pipeline Student readiness scoring matrix

Personalised Student Report Generator

Auto-generated per-student reports with tailored improvement recommendations — replacing generic group feedback with individual-level insights delivered instantly.

OpenAI API integration Personalised narrative generation Automated PDF reporting

Cohort Analytics & Benchmarking Dashboard

Institution-level view of cohort performance benchmarked against industry standards and competitor data — giving placement teams clear visibility into where to intervene.

Competitor benchmarking models Cohort-level gap analysis NLP scoring integration

AI University & Activity Recommendation Engine

Students submit profiles and receive instant, AI-generated university and activity recommendations — eliminating 20–30 minutes of manual consultant time per student.

OpenAI-powered profile matching Python-based data processing Automated activity mapping

Admin & Historical Data Management System

Centralised admin view of all student records, assessment history, and generated reports — replacing manual data management with an automated, always-accessible system.

.NET backend Structured student data aggregation Admin audit trail system

Proven in the field

HIGHER EDUCATION · INDIA · INSTITUTIONAL

Deployed an AI placement readiness platform across university cohorts — moving from 10–20% manual assessment coverage to 100% AI-evaluated students, with instant personalised reports replacing a 5–7 day manual process.

STUDENT CONSULTATION · GLOBAL · SAAS

Built an AI recommendation platform for a university consulting firm — eliminating 20–30 minutes of consultant research per student with instant, AI-generated university and activity reports accessible on demand.