SSAIS: Survey of Startups on Artificial Intelligence Software
Project Overview
Before venturing into the world of entrepreneurship, like publishing a research paper, it is crucial to conduct a thorough survey of related companies, examining their products, market, and business models to understand the current state and locate points of differentiation and innovation. SSAIS, which stands for Survey of Startups on Artificial Intelligence Software, serves as a comprehensive repository focusing on AI software startups. This project showcases several core features:
- Continuous Updates: Regularly adding new AI startups to maintain a fresh perspective on the industry.
- Multi-layered Scope: Covering a wide range, from AI infrastructure to application areas, marked by a “!” for open-source companies.
- Technical Perspective: Offers insights from a technical viewpoint, categorizing AI startups and providing inspiration for AI entrepreneurs.
- International Coverage: Encompasses companies across China, the USA, Israel, and more, with "#" indicating an Israeli open-source company.
- Commercial Insight: Provides the latest funding amounts for AI startups, derived from venture capital databases, although it may not always be accurate. For example, Scale.ai: $155M means that Scale.ai's latest funding round brought in 155 million dollars.
Author Information
The project is authored by Warren Wen from Glory Ventures (耀途资本). Warren can be reached through email at [email protected] for further inquiries.
Special Note
SSAIS-MLOps is a dedicated section within SSAIS that delves deeper into MLOps companies, offering detailed categorization and summary. Interested individuals can click here to explore further.
Table of Contents
- AI Infrastructure
- Heterogeneous Acceleration and Virtualization
- Preparation
- Build
- Deployment and Monitoring
- NLP
- Vector Search and Database
- Security and Privacy
- Text NLP
- NLP Basics
- Pre-trained Models
- Machine Translation
- Writing Tools
- Chatbots
- Background Checks
- Document Extraction
- Contract Review
- Conversation Analysis
- NLQ (Natural Language Queries)
- Code
- Vision
- Image Composition
- Video
- Creative Tools
- Image Compression
- Object Rendering
- Image Generation
- Unmanned Retail
- Security
- Testing
- Medical Imaging
- Audio
- Speech
- Voice Recognition
- Anti-fraud
- CRM (Customer Relationship Management)
- Pharmaceuticals
- Music
- Graph
- Search and Recommendation
- Optimization
- Reinforcement Learning
- Operational Optimization
- Research
- Scenario AI
- Human Resources
- RPA (Robotic Process Automation)
- Industrial Inspection
- Intelligent Operation and Maintenance
- Industry AI
- Retail
- Education
- Agriculture
- Law
- Finance
- Healthcare
- Pharmaceuticals
- Apparel
- Real Estate
- Logistics
- Industry
AI Infrastructure
Heterogeneous Acceleration and Virtualization
- RunAI: $75M
- Exafunction: $25M
- Triton Technology: Hundreds of millions of RMB
Preparation
Data Collection and Processing
- explorium: $75M
- Trifacta: Acquired by Alteryx at $400M
Data Synthesis
- DataGen Technologies: $50M
- Tonic.ai: $35M
- Ai.reverie: $5.6M
Data Annotation
- Scale AI: $325M, valuation $7B
- Hive.ai: $50M, valuation $2B
- Snorkel AI: $85M, valuation $1B
- LabelBox: $110M, valuation $900M
- Heartex: $25M
- Kili Technology: $25M
- SuperAnnotate: $14.5M
- Cord: $12.5M
- Super.ai: $12M
- Dataloop AI: $11M
- 龙猫数据: ¥33M Others...