B

GPU Idle-Time Marketplace

3.05

Derivation Chain

Step 1 Meta-AMD large-scale AI chip contract
→
Step 2 AI chip supply shortage
→
Step 3 Idle GPU resource redistribution market

Problem

Korean AI startups (3-10 employees) struggling to secure GPUs due to the AI chip shortage rely on major cloud providers (AWS/GCP), facing monthly GPU costs of $3,750-$15,000. Meanwhile, SMEs and university labs with GPUs leave them 60-80% idle during nights and weekends. No domestic platform exists to match these two sides.

Solution

A P2P Marketplace for trading idle GPU time by the hour. GPU owners list their idle time slots and pricing; buyers search by workload requirements (VRAM, compute, duration) and book instantly. Includes automated environment setup (Docker), guaranteed data deletion after job completion, and escrow payments.

Target: ML engineers at early-stage Korean AI startups (3-10 employees) who urgently need to reduce GPU costs
Revenue Model: 15% transaction fee. Free registration for suppliers. Buyer Pro Plan (priority matching + SLA guarantee) at $37/month.
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
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 (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 (52/100)

Competition
8.0/20
Market Demand
6.2/20
Timing
14.0/20
Revenue Signals
10.5/15
Pick-Axe Fit
10.5/15
Solo Buildability
3.0/10
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] Infrastructure [medium] Frontend [low]
Dashboard