UniSlotter

AI-driven slot matching for campus recruiting events.

Score: 5.8/10BFMedium Build
Brand Colors

The Opportunity

Problem

HR recruiters waste hours manually coordinating campus recruiting events due to platforms that ignore student schedules and academic calendars.

Solution

UniSlotter uses AI to analyze student schedules from university data and match them to your recruiting calendar for maximum attendance. Upload your event needs, and it generates conflict-free options with predicted turnout scores. Track everything from invites to attendance in one dashboard.

Target Audience

Corporate recruiters and talent acquisition teams at companies conducting university campus hiring

Differentiator

AI turnout prediction based on historical student data, not available in calendar-only tools.

Brand Voice

friendly

Features

AI Slot Matcher

must-have25h

Generates top 5 slots with attendance predictions.

Student Schedule Import

must-have18h

Bulk import or API pull from university systems.

Event Invite Generator

must-have12h

Creates personalized invites with RSVP links.

Turnout Predictor

must-have20h

Scores slots based on class density and holidays.

Dashboard Overview

must-have15h

Central view of all events, RSVPs, and predictions.

Group Segmentation

nice-to-have12h

Target majors or years with filtered schedules.

Export Reports

nice-to-have8h

CSV/PDF of attendance forecasts.

Mobile RSVP

nice-to-have10h

Responsive student interface.

Integrate with Zoom

future20h

Auto-add events to video calls.

Total Build Time: 140 hours

Database Schema

users

ColumnTypeNullable
iduuidNo
emailtextNo
company_iduuidYes
created_attimestampNo

Relationships:

  • one-to-many with events

events

ColumnTypeNullable
iduuidNo
user_iduuidNo
ai_scoreintYes
target_majorstext[]Yes
selected_slottimestampYes

Relationships:

  • foreign key to users.id

universities

ColumnTypeNullable
iduuidNo
nametextNo
schedule_datajsonbYes

Relationships:

  • many-to-many with events

predictions

ColumnTypeNullable
iduuidNo
event_iduuidNo
slot_timetimestampNo
predicted_attendanceintNo

Relationships:

  • foreign key to events.id

API Endpoints

POST
/api/match-slots

AI generate slot predictions

🔒 Auth Required
GET
/api/events

List user events

🔒 Auth Required
GET
/api/universities/search

Search universities

🔒 Auth Required
POST
/api/invites/:eventId

Generate invites

🔒 Auth Required
GET
/api/rsvps/:eventId

Fetch RSVPs

🔒 Auth Required

Tech Stack

Frontend
Next.js 14 + Tailwind + shadcn/ui + Recharts
Backend
Supabase + Vercel AI SDK
Database
Supabase Postgres
Auth
Supabase Auth
Payments
Stripe
Hosting
Vercel
Additional Tools
OpenAI for predictionsPlausible for analytics

Build Timeline

Week 1: Auth and DB

20h
  • Supabase setup
  • User models

Week 2: University data

25h
  • Uni search
  • Schedule import

Week 3: AI matching

40h
  • Prediction logic
  • Matcher UI

Week 4: Events and invites

30h
  • Event CRUD
  • Invite gen

Week 5: Dashboard and payments

25h
  • Charts
  • Stripe integration

Week 6: Polish and test

20h
  • Mobile resp
  • Deploy

Week 7: Beta feedback

15h
  • Fixes
  • Docs
Total Timeline: 7 weeks • 175 hours

Pricing Tiers

Free

$0/mo

No exports

  • 3 predictions/mo
  • Basic unis

Pro

$27/mo
  • Unlimited predictions
  • Advanced segments
  • Exports

Enterprise

$97/mo

None

  • API access
  • Custom AI models
  • Whiteglove onboarding

Revenue Projections

MonthUsersConversionMRRARR
Month 1804%$86$1,032
Month 64009%$972$11,664

Unit Economics

$45
CAC
$450
LTV
4%
Churn
88%
Margin
LTV:CAC Ratio: 10.0xExcellent!

Landing Page Copy

AI Finds Your Perfect Campus Recruiting Slots

Predict attendance, avoid conflicts, fill seats effortlessly.

Feature Highlights

Turnout predictions
Major targeting
One-click invites
Smart dashboard
Proven 30% attendance lift

Social Proof (Placeholders)

"'Predictions spot-on!' - HR at StartupX"
"'Transformed our fairs.' - BigCorp Talent"

First Three Customers

Run LinkedIn ads targeting 'campus recruiter' job titles with demo video; join university career services Slack; offer free month to first 10 signups from recruiter newsletters.

Launch Channels

Product Huntr/campusrecruitingLinkedInHacker News ShowTwitter #SaaS

SEO Keywords

AI campus schedulerrecruiting slot matcherstudent availability predictoruniversity turnout optimizercampus event AI

Competitive Analysis

Symplicity

symplicity.com
Enterprise
Strength

Career services focus

Weakness

No AI predictions

Our Advantage

AI + affordable pricing

12Twenty

12twenty.com
Subscription high
Strength

Analytics

Weakness

Complex setup

Our Advantage

Instant AI matching

🏰 Moat Strategy

AI model improves with usage data, creating prediction accuracy moat.

⏰ Why Now?

AI hiring tools booming, recruiters seek data-driven campus strategies.

Risks & Mitigation

technicalhigh severity

AI accuracy issues

Mitigation

Fallback rules + user feedback loop

marketmedium severity

Uni data access limits

Mitigation

Public calendars + user uploads

Validation Roadmap

pre-build5 days

Survey 15 recruiters on prediction value

Success: 70% interested

mvp21 days

Test AI with mock data on 5 users

Success: Positive feedback

growth60 days

A/B test pricing

Success: 10% conv

Pivot Options

  • AI for internal interview scheduling
  • Career fair booth optimizer
  • Alumni event matcher

Quick Stats

Build Time
175h
Target MRR (6 mo)
$1,200
Market Size
$750.0M
Features
9
Database Tables
4
API Endpoints
5