EDUCATIONLong-Cycle Nurture + Document Collection + Interview Scheduling

Compressed B-school admissions cycle by 38 days and lifted application completion 47%.

A tier-1 Indian B-school automated long-cycle MBA nurture, application document collection and interview scheduling across 18,000 prospects, cutting cycle time and admissions-office load.

CYCLE COMPRESSION
-38 days
APPLICATION COMPLETION
+47%
PROSPECTS NURTURED
18,000
INTERVIEW NO SHOW
-58%

The challenge

A tier-1 Indian B-school running PGP, MBA and executive MBA programmes had 18,000 prospects in HubSpot at any point across an 11-month admissions cycle. Drop-off was savage — 60% of prospects who started the application never finished because document collection (CAT score, transcripts, work-ex letters, recommendations) was a manual back-and-forth over email. Interview no-shows were 22%.

How we deployed

  • Built an 11-month nurture clock per prospect inside HubSpot with lifecycle-stage triggers.
  • Sequenced touches around CAT-result week, application open, document deadline, GD-PI window.
  • Deployed an AI document-collection agent on WhatsApp — checked transcripts, work-ex letters, recommendation status weekly.
  • Auto-validated uploaded documents (format, signed, latest version) before submission to admissions office.
  • Scheduled GD-PI interview slots via Google Meet with auto-reminders T-48h, T-24h, T-2h.
  • Routed any reply or upload event back to the assigned admissions officer with full context.

What changed

  • Admissions cycle compressed by 38 days end-to-end across the cohort.
  • Application completion rate lifted 47% — 4,800 net-new completed applications.
  • Document collection time dropped from 14 days to 38 hours on average.
  • GD-PI no-show rate fell 58% with WhatsApp reminders and re-confirmation.
  • Admissions office reallocated three full-time staff from document chasing to candidate evaluation.
"We used to spend February emailing applicants asking for a clear copy of their work-ex letter. Now the bot does it on WhatsApp and we spend February actually evaluating candidates."

Director of Admissions · Tier-1 B-School

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