Business Model

Four-stage revenue — from SaaS to the LLM-ecosystem platform

Low-friction SaaS → industry solution → bespoke build → LLM-ecosystem compute infrastructure.

TIER / ①

Light SaaS

USD 250–800 / month per company

Data exploration + statistical analysis + AI Q&A. Non-experts can start immediately. First touch for customer lock-in.

TIER / ②

Industry Solution

USD 5K–30K / year

Industry-specific AI packages for manufacturing quality, hospital operations, public policy. Reverse What-If included.

TIER / ③

Vibe Coding Custom

USD 30K+ per project

A fully bespoke AI decision system over the customer's data. 1/3 the cost and time of legacy SI.

COMING SOON
TIER / ④

Platform API / MCP Server

Usage-based ($0.01–$1 per call)

Anthropic MCP and OpenAI Plugin listings. The standard engine LLMs and AI agents call when they need decision computation — Wolfram Alpha for Decision Intelligence.

FEATURE MATRIX

Feature Comparison Matrix

FEATURE ① LIGHT ② INDUSTRY ③ VIBE ④ PLATFORM
Data exploration (WhatDataAI)
Statistical analysis
Reverse What-If
SHAP mathematical XAI
AI Q&A (natural language)
Auto-generated reports
On-prem deployment
Industry-domain fine-tuning
1:1 customer-data customization
MCP / Plugin call (LLMs)
AI-agent backend integration
Admin SLA (response time) 24h biz 4h biz Dedicated API 99.5%
ARR ROADMAP

ARR Roadmap

Y1
10 pilot customers / ARR ₩0.2B
Y2
50 paid + MCP launch / ARR ₩0.8B
Y3
200 customers (Korea+SEA) / ARR ₩3B
Y2~3
Target: breakeven

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