AI 投资建议
置信度: 高Market shows promise but ISO 3D demonstrates classic pre-PMF failure patterns: no revenue, negative growth, weak founder presence, and undifferentiated technology. Better opportunities exist in adjacent 3D/AI spaces with clearer monetization paths.
财务表现
可构建性
AI-powered 2D to isometric 3D converter with $0 MRR and -24% monthly growth, struggling to find product-market fit.
None - No proprietary tech stack, weak social proof, and declining metrics suggest minimal defensibility
- Architects, interior designers, and real estate developers needing quick 3D visualizations from floor plans
- Game developers, product designers, and marketing agencies creating isometric assets
- No clear pricing strategy
- Weak positioning in crowded AI image space
- No integration with design tools
- Limited output customization
- Focus on architectural/floor plan conversion
- API-first approach for design tools integration
- Mobile app for on-site measurements to 3D
- Collaborative editing features
Low - Niche use case with limited sharing incentives. Isometric conversions are utility-focused rather than social.
- AI image-to-3D quality still unreliable for professional use
- Established 3D tools adding similar features
- High customer acquisition costs in niche market
- Technical complexity of accurate depth estimation
$15k-$25k for MVP (mostly AI model development and 3D rendering infrastructure)
- Image upload with edge detection
- Depth estimation AI model
- Isometric projection engine
- Basic material/texture application
- Export to common 3D formats
Skip: Real-time collaboration, Advanced lighting controls, Animation features, Multiple export formats beyond GLTF/OBJ