B

Luggage Loss Insurance Settlement Automator

2.55

Derivation Chain

Step 1 Airport zero-loss baggage systems
→
Step 2 Aviation baggage loss insurance
→
Step 3 Lost baggage insurance claim auto-settlement SaaS

Problem

Insurance claim settlement between travel insurance companies and airlines for lost baggage is entirely manual. Insurance adjusters collect supporting documents (PIR, boarding pass, baggage tag copies) via fax/email and manage them in spreadsheets, taking an average of 3-5 days per claim. Of the approximately 20,000 annual baggage loss claims in Korea, 25% are rejected due to incomplete documentation.

Solution

A SaaS platform that automates the document collection → verification → settlement workflow for baggage loss insurance claims. Three core features — OCR-based automatic document recognition, airline PIR data integration, and policy-specific automatic compensation calculation — reduce processing time from 3-5 days to hours.

Target: Claims departments at domestic property & casualty insurers operating travel insurance (teams of 5-15 adjusters), travel agency partner insurance management teams
Revenue Model: SaaS Monthly Subscription of 490,000 KRW (~$370)/insurer account + per-claim fee of 2,000 KRW (~$1.50). Volume discount to 1,500 KRW (~$1.10)/claim for 500+ claims/month.
Ecosystem Role: Regulation
MVP Estimate: 2_weeks

NUMR-V Scores

N Novelty
3.0/5
U Urgency
3.0/5
M Market
2.0/5
R Realizability
2.0/5
V Validation
3.0/5
NUMR-V Scoring System
N Novelty1-5How uncommon the service is in market context.
U Urgency1-5How urgently users need this problem solved now.
M Market1-5Market size and growth potential from proxy indicators.
R Realizability1-5Buildability for a small team with realistic constraints.
V Validation1-5Validation signal quality from competition and demand data.
Each dimension is scored 1-5 and weighted into grade S/A/B/C/D.
SaaS N=.15 U=.20 M=.15 R=.30 V=.20 Senior N=.25 U=.25 M=.05 R=.30 V=.15

Feasibility (69%)

Tech Complexity
29.3/40
Data Availability
19.4/25
MVP Timeline
20.0/20
API Bonus
0.0/15
Feasibility Breakdown
Tech Complexity/ 40Difficulty of core implementation stack.
Data Availability/ 25Practical availability and cost of required data.
MVP Timeline/ 20Expected time to ship a usable MVP.
API Bonus/ 15Bonus for viable public API leverage.
Total 100 points; below 50% is filtered out.

Market Validation (50/100)

Competition
8.0/20
Market Demand
6.2/20
Timing
10.0/20
Revenue Signals
10.5/15
Pick-Axe Fit
10.5/15
Solo Buildability
5.0/10
Validation Breakdown
Competition/ 20Signal quality from competitor landscape.
Market Demand/ 20Demand proxies from search and mention patterns.
Timing/ 20Fit with current shifts in tech, behavior, and regulation.
Revenue Signals/ 15Reference evidence for monetization viability.
Pick-Axe Fit/ 15How well the concept serves participants in a trend.
Solo Buildability/ 10Practicality for lean-team implementation.
Total 100 points; below 50 is filtered out.

Technical Requirements

AI/ML [medium] Backend [medium] Frontend [low]
Dashboard