S

SaaS-to-AI Disruption Risk Map

4.20

Derivation Chain

Step 1 AI disrupting the SaaS industry (SaaSpocalypse)
→
Step 2 Demand for AI replacement risk assessment among SaaS companies

Problem

CEOs and CPOs of Korean B2B SaaS companies with annual revenue of 500M–5B KRW (~$375K–$3.75M) want to systematically assess the risk of their products being replaced by AI agents, but monitoring competing AI solutions and analyzing feature overlap takes over 40 hours per month. Reliance on subjective judgment leads to frequent cases of missing the transition window or overinvesting.

Solution

Users input their SaaS product's core feature list, and the system automatically identifies AI-replaceable features, scoring each with a disruption risk index (0–100). Monitors competing AI solution launches weekly, visualizes threat level trends, and generates a draft AI transition roadmap.

Target: CEOs or CPOs of Korean B2B SaaS Startups with 500M–5B KRW (~$375K–$3.75M) in annual revenue
Revenue Model: SaaS Monthly Subscription at 99,000 KRW (~$74)/product, monitoring up to 10 competing AI solutions. Additional 5 monitored targets at 30,000 KRW (~$22)/month.
Ecosystem Role: Consumer
MVP Estimate: 2_weeks

NUMR-V Scores

N Novelty
2.0/5
U Urgency
5.0/5
M Market
4.0/5
R Realizability
5.0/5
V Validation
4.0/5
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 (72%)

Tech Complexity
29.3/40
Data Availability
23.1/25
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 (57/100)

Competition
8.0/20
Market Demand
6.2/20
Timing
16.0/20
Revenue Signals
9.0/15
Pick-Axe Fit
10.5/15
Solo Buildability
7.0/10
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

Backend [medium] Data Pipeline [medium] Frontend [low]
Dashboard