S

AI Startup PoC Contract Builder

4.35

Derivation Chain

Step 1 Seoul Innovation Challenge AI company selection
→
Step 2 AI Startup-local government cooperation contracts
→
Step 3 PoC/pilot contract standardization tool

Problem

AI Startups (1-10 employees) selected through government competitions must negotiate PoC (Proof of Concept) contracts with local governments and public agencies, covering critical clauses such as IP ownership, data access scope, and performance metrics — all without in-house Legal counsel. External Legal consultation costs 2,000,000-5,000,000 KRW (~$1,500-3,750) per engagement, and it is common for startups to unknowingly accept unfavorable terms (e.g., full IP transfer) that hinder subsequent commercialization.

Solution

Select the PoC contract type (technology verification, service demonstration, data analysis, etc.) and conditions to auto-generate a draft contract favorable to AI Startups, with risky clauses automatically highlighted. Core features: (1) Auto-generation of contract templates by PoC type, (2) Auto-detection of risky clauses (IP transfer, excessive liability provisions, etc.) with alternative suggestions, (3) Comparison Report against standard public agency contract templates.

Target: CEOs of government AI competition-selected Startups (1-10 employees), early-stage companies with limited public sector AI Solution delivery experience
Revenue Model: Contract generation at 59,000 KRW (~$44) Per Transaction, risk clause analysis included at 99,000 KRW (~$74) Per Transaction, Monthly Subscription of 149,000 KRW (~$112) for 3+ contracts/month
Ecosystem Role: Regulation
MVP Estimate: 2_weeks

NUMR-V Scores

N Novelty
4.0/5
U Urgency
5.0/5
M Market
3.0/5
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 (78%)

Tech Complexity
34.7/40
Data Availability
23.3/25
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 (59/100)

Competition
8.0/20
Market Demand
9.4/20
Timing
14.0/20
Revenue Signals
10.5/15
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

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