---
language:
- en
- ja
tags:
- graph-ml
- technology-assessment
- due-diligence
- world-models
- ecosystem-analysis
library_name: transformers
pipeline_tag: graph-ml
---

# Ecosystem Analysis AI — WARP DD Model 01

## Overview

Ecosystem Analysis AI is the first of three proprietary AI models powering [WARP DD](https://www.linedotjp.com), an AI-powered technology due diligence platform by [LINEdot., Inc.](https://huggingface.co/linedot)

This model captures the relational structure of technology ecosystems — mapping how technologies, research, and markets interconnect and evolve.

## Architecture

- **Foundation:** Graph Neural Network (GNN)
- **Approach:** Models the tripartite relationships between technology, research, and market as a dynamic graph
- **Input:** Global technology data sources (papers, patents, GitHub, funding data, etc.)
- **Output:** Ecosystem structure analysis, relationship mapping, influence scoring

## What It Does

- Maps the entire technology ecosystem as a dynamic graph
- Identifies hidden connections between technologies, companies, and research domains
- Detects emerging clusters and structural shifts in real-time
- Provides the foundational "world model" that feeds into Tech Profiling AI and De Facto Trajectory AI

## Part of the WARP DD 3-Layer AI Engine

| Model | Role |
|-------|------|
| **Ecosystem Analysis AI** (this model) | Graph-based relational structure modeling |
| **Tech Profiling AI** | 6-axis quantitative competitiveness evaluation |
| **De Facto Trajectory AI** | Future trajectory prediction with causal inference |

## Validation

- **89%** overall backtest accuracy across 100 AI/ML companies (2-year validation)
- **~200 companies** across 7 technology domains validated with real-world data

## Note

Model weights and training code are proprietary and not publicly available. This Model Card is provided to document the architecture and capabilities of the model.

## Links

- 🌐 [Website](https://www.linedotjp.com)
- 🐙 [GitHub](https://github.com/linedot-ai)
- 💼 [LinkedIn](https://www.linkedin.com/company/125043999/)