Project

Online Matchmaker Operations Platform

Automating matching, notifications, and payments for rotation blind dating service 'Lomelo' in one dashboard

Service Type

Web DevelopmentAutomationData

Tech Stack

Data Encryption (jose/HS256)SolapiAnthropic Claude

Key Features

Ideal-type Matching AlgorithmAutomated Kakao NotificationsPayment & Subscription ManagementAI Profile Generation

Development Period

8–12 weeks
Online Matchmaker Operations Platform
Problem

The Reality of Running a Matching Service

The manual tasks managers repeated every day running a dating matchmaking service. Time and accuracy were lost at every step.

Manual Matching

1:1 Excel comparison for hundreds

Manual Notifications

Dozens of individual sends per manager

Manual Payment Check

Manually mapping deposits to customers

Manual Profile Entry

Transcribing KakaoTalk consultation texts

Manual Chat Room Creation

Creating a room per successful match

Manual Recommendation Writing

Handwriting reasons for every match

7,000+

Managed Members

3h+

Matching Time per Case

200+

Daily Manual CS Responses

16

Manual Notification Scenarios

Insight
Notjustamatchingalgorithmadigitaltwinoftheentireoperationssystem

Improving match scores alone isn't enough. Sending notifications, confirming payments, creating profiles, opening chat rooms — the entire manager workday needs to move into the system for real change.

Solution

Core Workflows

Three key automation flows replacing manual labor.

AI Matching Dashboard
Workflow 1

AI Matching Dashboard

A 14-dimension scoring algorithm automatically compares and ranks hundreds of members. Managers review top AI-recommended candidates and send profile cards with recommendation comments.

Notification Scenarios
16 Active
pg_cron
Trigger Condition
Solapi Send
01
Match ConfirmedKakaoTalk
02
Profile Expiry WarningKakaoTalk
03
Payment ConfirmedSMS
04
Introduction Accepted/RejectedKakaoTalk
05
Open Chat GuideKakaoTalk
06
Unpaid ReminderSMS

60+

Cron Jobs

16

Scenarios

200k+

Templates Sent

Workflow 2

Notification Automation System

Cron jobs automatically handle Kakao Alimtalk + SMS for each of the 16 scenarios. Profile expiry alerts, match confirmations, payment checks — managers never send manually again.

AI Profile Auto-Generation
Workflow 3

AI Profile Auto-Generation

AI analyzes KakaoTalk consultation texts to automatically extract structured customer profiles. Claude generates recommendation comments and presents reasoning with evidence cards.

Technology

Tech Stack & Integrations

Solapi

KakaoTalk Alimtalk & SMS delivery. Template variable substitution across 16 scenarios

Imweb OpenAPI (OAuth 2.0)

Sync payment orders and detect unpaid signups from the Imweb storefront

Frip

Receives payment webhooks from class platform. Triggers join notification on payment completion

OpenAI

Extracts structured customer profile data from KakaoTalk consultation texts

Anthropic Claude

Auto-generates manager recommendation comments with evidence-based reasoning

Make.com

Webhook to automatically create a Kakao Open Chat room on successful match

Supabase Auth

Email/password authentication with automatic cookie-based session management

Impact

Results & Impact

Matching Time

99%
Before
Manual Excel comparison (hours)
After
Algorithm processing (seconds)

Notification Automation

95%
Before
Dozens of manual sends per manager
After
16-scenario cron job processing

Payment Integration

자동화
Before
Manual deposit confirmation & mapping
After
Imweb·Frip webhook auto-receive

AI Profile Generation

10x
Before
Manual consultation text entry
After
AI auto-extraction + comment generation

135+

UI Components

16

Notification Scenarios

60+

Cron Jobs

99%

Matching Time Reduction

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