After MWC, the three major domestic telecom companies and MVNOs are simultaneously issuing PoCs for AI-based network optimization and customer service automation, but the SME SI companies (10-30 employees) that win these contracts lack a standard tool to integrate GPU infrastructure costs, LLM API call volumes, and labor costs, spending an average of 3-5 days per quote. The rate of winning at a loss due to underestimation or losing due to overestimation reaches about 40%.
Solution
Provides a cost estimation engine specialized for telecom AI PoCs. (1) GPU/TPU infrastructure cost simulator (comparing AWS/GCP/on-premise), (2) automatic monthly operating cost estimation based on LLM API call volume, (3) generates quotes within 30 minutes using telecom-specific labor cost and schedule templates.
Target: Sales and PM roles at IT SI/solution companies with 10-50 employees in the telecom and network sector.
Revenue Model: SaaS monthly subscription: 49,000 KRW (~$36.75) per account, 20% discount for annual payment. Includes 10 quotes per month, additional quotes at 3,000 KRW (~$2.25) each.
Ecosystem Role: Infrastructure
MVP Estimate: 2_weeks
NUMR-V Scores
N Novelty
3.0/5
U Urgency
4.0/5
M Market
4.0/5
R Realizability
4.0/5
V Validation
4.0/5
NUMR-V Scoring System
N Novelty
1-5
How uncommon the service is in market context.
U Urgency
1-5
How urgently users need this problem solved now.
M Market
1-5
Market size and growth potential from proxy indicators.
R Realizability
1-5
Buildability for a small team with realistic constraints.
V Validation
1-5
Validation signal quality from competition and demand data.
N=.15 U=.20 M=.15 R=.30 V=.20
Feasibility (70%)
Tech Complexity
29.3/40
Data Availability
20.8/25
MVP Timeline
20.0/20
API Bonus
0.0/15
Feasibility Breakdown
Tech Complexity
/ 40
Difficulty of core implementation stack.
Data Availability
/ 25
Practical availability and cost of required data.
MVP Timeline
/ 20
Expected time to ship a usable MVP.
API Bonus
/ 15
Bonus for viable public API leverage.
Market Validation (72/100)
Competition
10.0/20
Market Demand
20.0/20
Timing
14.0/20
Revenue Signals
10.5/15
Pick-Axe Fit
10.5/15
Solo Buildability
7.0/10
Validation Breakdown
Competition
/ 20
Signal quality from competitor landscape.
Market Demand
/ 20
Demand proxies from search and mention patterns.
Timing
/ 20
Fit with current shifts in tech, behavior, and regulation.
Revenue Signals
/ 15
Reference evidence for monetization viability.
Pick-Axe Fit
/ 15
How well the concept serves participants in a trend.