Before publishing a paper, you need to research and read relevant papers to know the current development situation and find points of differentiation and innovation. In the same way, before starting a business, you need to research related startups and study products, markets, and business models in order to know the current development situation and find points of differentiation and innovation. SSAIS (Survey of Startups on Artificial Intelligence Software) is a research warehouse for AI software startups. This warehouse has the following features:
Author: Warren Wen (Glory Capital, glory-ventures)
Contact information: [email protected]
SSAIS—MLOps is the MLOps part of SSAIS. For a more detailed summary and summary of MLOps-related companies, click to enter
Heterogeneous acceleration and virtualization
- #RunAI: $75M
- Exafunction: $25M
- Trend Technology: hundreds of millions of yuan
Prepare
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
- Totoro data: 33 million yuan
- Love Number Wisdom: Tens of Millions of RMB
- BasicFinder of Besai Technology: tens of millions of RMB
- 37 degrees data: tens of millions of RMB
- MindFlow Technology: RMB 10 million
- Stardust data stardust: 10 million yuan
IDE:
- Hex Technologies: $52M
- Observable: $35.6M
- Noteable: $21M
- Deepnote: $20M
- Saturn Cloud: $4M
- Count:$2.4M
- Curvenote:CA$1.1M
- Baihai Technology: tens of millions of RMB
Distributed data processing
- Databricks: $1.6B, valuation $36.4B
- Bodo.ai: $22.5M
- Coiled:$21M
- Ponder:$7M
Data quality
- Superconductive:$40M
- Aquarium: $2.6M
Data version management and hosting
- !Iterative.ai:$20M
- !Pachyderm: $16M
- Graviti: tens of millions of dollars
- Superb AI: $9.3M
- Activeloop: $5M
Feature Store
- !Tecton:$100M
- Rasgo:$20M
- !Molecula:$17.6M
- Continual:$15.7M
- #Qwak:$15M
- Kaskada: $8M
- !Logicalclocks: €5M
build
deep learning framework
- ! First-class technology OneFlow: RMB 50 million
training management
- Weights&Biases: $135M, valuation $865M
- #Comet.ml:$50M
- !Lightning AI:$18.6M
- Neptune.ai: $8M
- Luchen Technology HPC-AI Tech: over 10 million yuan
- Determined AI: acquired by HPE
Modeling
- DataRobot: $250M, valuation $6B
- Dataiku: $400M, valuation $4.2B
- !H2O.ai: $100M, valuation $1.6B
- Domino Data Lab:$100M
- Pecan:$66M
- abacus.ai:$50M
- RapidMiner: $16M
- Fourth Paradigm: US$700 million, valuation of US$3 billion
- Jiuzhang Yunji DataCanvas: 300 million yuan
- Action Bagel: RMB 34.43 million
- Deep intelligence: tens of millions of yuan
- BigQuant Technology: tens of millions of RMB
- Hewhale Technology: Millions of dollars
- Zhiyi Technology: Millions of dollars
- Exploration Cube DarwinML: acquired by Laiye Technology
- cnvrg.io:acquired by intel
Deploy and monitor
deploy
- OctoML: $85M
- Neural magic:$30M
- !#iguazio: $24M
- #Deci: $25M
- Baseten: $20M
- Datatron:$12.1M
- #Allegro.ai: $11M
- Verta.ai: $10M
- !Seldon: £7.1
- #DAGsHub: $3M
- Valohai:$1.8M
- Open IntelligenceOpen AI LAB
- CoCoPIE: tens of millions of RMB
- BentoML
- #ParallelM: acquired by DataRobot
- Algorithmia: acquired by DataRobot
- Spell: acquired by Reddit
Monitoring and explainability
- Arthur AI: $42M
- Arize AI: $38M
- Fiddler AI: $32M
- TrueRa: $25M
- #Aporia: $25M
- WhyLabs: $10M
- #SuperWise.ai: $4.5M
- Evidently AI: $125K
- Ruilai Smart RealAI: tens of millions of yuan
Workflow Orchestration
- Astronomer: $213M
- Prefect: $32M
- Elementl:$14M
- Union.ai:$10M
- Outrebounds:
Data application construction
- Streamlit: acquired by snowflake at $800M valuation
NLP
- !Hugging Face: $100M, valuation $2B
- !Rasa: $26M
- Explosion AI: $6M
Vector search and database
- !ZilliZ: $60 million
- ! Jina AI: US$30 million
- Pinecone: $28M
- SeMI Technologies: $16M
- Relevance AI: $3M
- Qdrant: €2M
Security and privacy
- Robust Intelligence: $30M
- Ruilai Smart RealAI: tens of millions of yuan
- #D-ID: $13.5M
NLP
- primer.ai:$110M
- mindee:$14M
Pre-trained model
- Cohere:CA$159M
- #AI21 Labs: $64M
- Lanzhou Technology: nearly 100 million yuan
machine translation
- Unbabel:$60M
- Lilt: $55M
- Tweet Technology: RMB 10 million
- Atman: $5.6 million
writing
- Grammarly: $200M, valuation $12.8B
Chatbot
Intelligent customer service
- Ada Support: $130M, valuation $1.1B
- yellow.ai:$78.2M
- cognitive: $44M
- Turing Robot: 350 million yuan
- WoFeng Technology Udesk: 300 million RMB
- Wisdom tooth technology: 200 million yuan
- Zhuiyi Technology: hundreds of millions of yuan, valuation of 4.8 billion yuan
- Xiaoduo Technology: over RMB 200 million
- Silicon-based intelligence: hundreds of millions of yuan
- Leyan Technology: hundreds of millions of RMB
- Weier Technology: hundreds of millions of RMB
- Yunwen Technology: RMB 100 million
staff
- Moveworks: $200M, valuation $1.9B
- Aisera:$40M
- Espressive:$35M
mental health
- Woebot Labs: $22.8M
background check
- Checkr $160M
- Middesk $4M
- iBack tone: tens of millions of RMB
Document extraction
- Instabase: $105M
- HyperScience: $80M
- Eigen Technologies: $37M
- Cinnamon AI: $13M
Contract review
- Kira systems:CA$65M
- Lexion:$11M
Conversation analysis
- #Gong.io: $250M, valuation $7B
- Clari: $225M, valuation $2.4B
- Cresta: $80M, valuation $1.5B
- People.ai: $100M, valuation $1B
- Vivun:$75M
- Tact.AI: $27M
- Remesh: $25M
- Troops.ai: $12M
- Polyai: $12M
- #chorus.ai:acquired by zoominfo
- Ke Zhiyin: tens of millions of RMB
- Shenwei Zhixin: US$3.5 million
- Circular Intelligence
NLQ
- ThoughtSpot: $100M, valuation $4.1B
- MagicBI: Millions of dollars
- Arctic data: 20 million yuan
code
- Kite: $17M
- Tabnine:$12M
- Silicon Heart Technology aiXXcoder: tens of millions of yuan
other
- Daguan data 270 million yuan
- Golden $14.5M
- ClearGraph acquired by TABLEAU
- UpCodes $3.4M
- Research
image synthesis
- SenseTime: Already listed, with IPO valuation of US$13 billion
- Megvii: $750 million
- According to the picture: US$200 million
- Yuncong: 1.8 billion yuan
- Tupu Technology: Ten million US dollars
- Extreme perspective:
video
comprehensive
- Jilian Technology Video++
- Yingpu Technology
- Kapwing
Video anomaly analysis
- Shanma Intelligence is worth nearly 100 million yuan
video ads
- #KERV Interactive $11M
video recording
- Loom $28.8M
- $26M
- Runwayml: $35M
Creation tools
- Canva $60M, $8.7B
- InVisionApp $115M, $1.9B
- Runway$8.5M
- Beautiful.AI $11M
- GliaCloud
- Laihua video 50 million yuan
comics
image compression
- Tuya Technology tens of millions of yuan
Object rendering
- Kujiale exceeds US$100 million
- Granular Technology tens of millions of dollars
- Lingdi Technology 200 million yuan
- 51world 210 million yuan
- Overlapping Digital Billions of RMB
- Shidi Intelligence is worth nearly 100 million yuan
- Shenshang Technology US$6 million
- Business Consulting Technology datamesh
image generation
- Mofa Technology Xmov hundreds of millions of yuan
- Xiangxin Technology 120 million yuan
- Noitom tens of millions of dollars
- Mejike Technology tens of millions of yuan
- Shiyun Technology millions of dollars
- ZMO.ai
- Pixel offset
- Hui Ye Technology
- I'm a big shot
- Synthesia:$12.5M
- #D-ID: $13.5M
- Reface.ai:
- Avararify
- FaceRig: $2M
- Rosebud AI:$1.5M
- EmbodyMe
- ROSEBUD.AI $1.5M
Unmanned retail
- Standard Cognition:$150M
- Grabango: $39M
- Accel Robotics: $30M
- Mad Street Den: $17M
Security
- Verkada:$80M
- tractable.ai:$60M
- #AnyVision: $43M
- Intenseye: $25M
test
- #Applitools $31M
medical imaging
- Lianxin Medical: RMB 90 million
other
- Urbint:$60M
- Akasha Imaging
- Moqi Technology: 250 million yuan
voice
- verbit.ai: $150M, valuation $1.9B
- Spichi: Hundreds of millions of RMB
- Yunzhisheng: 600 million yuan
- Observe.AI: $54M
- Otter.ai: $50M
- Descript:$30M
- DeepGram: $25M
- Fireflies.ai: $14M
- Magic Sound Assistant
Voiceprint recognition
- Shengyang Technology VoiceAI is worth nearly 100 million yuan
- SpeakIn
Anti-fraud
- Pindrop $90M
CRM
Troops.ai
medicine
- Suki $20M
music
- Amper Music $4M
- StepBeats 1.5 million RMB
- Time domain technology
- RelationalAI: $122M
- Katana Graph: $28.5M
- Kumo.AI: $18.5M
- Coveo: CA$227M
- Attentive:$230M
- Outlier: $22.1M
- Lily AI: $12.5M
reinforcement learning
game
- DeepMind
- Hyperparameter Technology: $30 million
- Qiyuan World: tens of millions of RMB
- rct studio: over 10 million US dollars
Scheduling
- secondmind.ai $24M
test
- Mabl: $40M
- Test.ai: $11M
- Testim:$10M
other
- Nanqi Xiance
Operations optimization
- Shanshu Technology has nearly 100 million yuan
- Youhualin nearly 100 million yuan
- Bintong Intelligence 60 million yuan
- Zhiyin Technology
- nextMV $8M
Research
manpower
- Eightfold: $220M, valuation $1.9B
- Pymetrics: $40m
- Turing.com: $32M
- Truework: $30M
- eCheng Technology: US$80 million
- Bello: tens of millions of yuan
- Jinyu Intelligence: tens of millions of RMB
- Instant noodle interview
RPA
- Uiptah:$750M
- Automation Anywhere:$290M
- skan.ai:$14M
- Laiye Technology: US$42 million
- Hongji Cyclone: nearly $40 million
- Yunxuan Technology: US$30 million
- Shadow Blade RPA
Industrial testing
- Depth Vision: Tens of Millions of RMB
- Shenqian Youshi: tens of millions of yuan
Intelligent operation and maintenance
- Qingchuang Technology: tens of millions of dollars
- Bishi Technology: RMB 150 million
- Yunxing Weizhi: tens of millions of RMB
retail
- Tekion:$250M
- ImageDT graphic artist data: tens of millions of dollars
educate
- Squirrel AI: 1 billion RMB
agriculture
- XAG Technology: RMB 1.2 billion
- Hypersonix: $11.5M
- Iconon:
law
- Power Law Intelligence: RMB 60 million
- Ross Intelligence
- Atrium LTS
- DoNotPay: $10M
- secret tower
finance
machine learning
- Taktile: €6M
- Mountain View Smart
Intelligent investment advisory/investment research
- Wealthfront $75M
- Kensho $550M acquisition
- Shannon Technology: 110 million yuan
- Hubo Technology: US$33 million
- Alpha Financial
- eBrain
- Beyang Technology
- chi square technology
- Massive research
- beta data
Risk control
- Tongdun Technology: US$100 million
- Sift Science $53M
- Huian Jinke: RMB 100 million
- DataVisor: $40 million
- Simility was acquired for $120 million
- CashShield Singapore, GGV US$20 million
- #Forter: $50 million
- Paris-based Shift Technology, $60 million, accel
- UK-based Featurespace, $30 million
- Signifyd $100 million
- SentiLink
- UnifyID
- Tessian $42M
- Tara AI:$10M
medical
- Lianxin Medical: 90 million yuan
- MaiGe algorithm
pharmaceutical
- Jingtai Technology: nearly US$400 million, valued at over US$2 billion
- Owkin: $1 billion
- InMing Biotech: US$50 million
- Hope Stone Wisdom: Tens of Millions of Dollars
- Xing Kangyuan: US$30 million
- Yudao Biotech: US$20 million
- Suikun Intelligence: 150 million yuan
- METiS: Over 100 million yuan
- Fermion Technology: hundreds of millions of yuan
- Intelligent Technology: US$15 million
- Unknown Jun: Over 10 million US dollars
- AccutarBio: tens of millions of dollars
- Xingyao Technology: tens of millions of dollars
- SIG Biotech: nearly 10 million US dollars
- Infinix Intelligent Medicine: nearly 40 million yuan
- Yiyao Technology: millions of RMB
clothing
- Zhibu: US$100 million
- Ji Rui Technology: 100 million yuan level
- Shidi Intelligence: nearly 100 million yuan
real estate
- Skyline AI
logistics
- Lucky Rabbit
industry
- Augury:$180M
- CognitOps: $11 million