B

AI GameBuilder Asset LicenseBot

3.15

Derivation Chain

Step 1 Proliferation of AI-powered game creation platforms
→
Step 2 Growing user base for AI game-building tools
→
Step 3 Demand for copyright and license verification of AI-generated assets

Problem

When solo developers create games using AI game-building platforms (e.g., Google GameNGen, various AI game builders), there is no way to verify whether AI-generated image, sound, or code assets infringe on existing copyrights. If a copyright claim is filed after store listing, revenue is suspended and legal costs are incurred — averaging $1,500–$3,750 per incident for indie developers, with 2–4 weeks of launch delays.

Solution

Upload AI-generated game assets (images, sounds, 3D models) and the service (1) scores infringement risk via reverse similarity search against existing works, (2) automatically checks license requirement compliance by store (Google Play, Steam, App Store), and (3) recommends safe replacement assets — all in one stop.

Target: Solo and small indie game developers using AI game-building tools, freelance game creators aged 20–40
Revenue Model: SaaS Monthly Subscription at ~$22/month per project, including 100 scans. Additional scans at ~$0.15 each. 20% discount for annual billing.
Ecosystem Role: Regulation
MVP Estimate: 2_weeks

NUMR-V Scores

N Novelty
4.0/5
U Urgency
3.0/5
M Market
3.0/5
R Realizability
3.0/5
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 (67%)

Tech Complexity
29.3/40
Data Availability
17.5/25
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 (53/100)

Competition
8.0/20
Market Demand
6.2/20
Timing
14.0/20
Revenue Signals
7.5/15
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] Frontend [low] AI/ML [medium]
Dashboard