Enterprise AI企業 AI 導入
AI your team uses every day, not a demo.
- Process mapping and feasibility
- RAG, agent workflows, fine-tuning
- SSO, permissions, audit logs
- Internal copilots and knowledge bases
Ignite ideas.Ship AI.
SUIXU is an AI-native software company. From medical imaging to a live exchange to an education content pipeline, our in-house AI collaboration architecture ships in weeks what traditionally takes six months.
- Kaggle Competitions MasterPeak global rank: top 200
- 5,300+ GitHub starsAcross 6 open-source projects
- Medical, finance, educationLive systems in each
An enterprise system traditionally takes six months.
We ship in weeks.
Scope on Friday. Demo on Monday.
Three ways to work with us
Software builds軟體開發
Built from zero or rebuilt from legacy, delivered week by week.
- Web, iOS, Android
- Cloud infrastructure and DevOps
- Data engineering and real-time systems
- Legacy refactors and migrations
Platform partner平台開發合作
Our strongest suit: heavyweight platforms in medicine, finance and education, where integration and compliance are the hard part.
- Domain-specific architecture
- PACS, HIS and legacy integration
- In-house model training, on-prem deployment
- Long-term technical partnership
We don’t just use AI to write code.We use it to run an engineering team.
SUIXU-AX is our in-house multi-agent orchestration architecture. Six specialised agents work the same project in parallel, handing off from requirements to deployment, and every step leaves a record you can review.
Human engineers set the quality bar and review the decisions that matter.
- Agent orchestration
- 24/7
- Roles in parallel
- 6
Not just AI-driven.Algorithms proven in global competition.
Kaggle is the world’s largest data-science competition platform: thousands of teams get the same data and compete on whose model is more accurate.
Rank
8,751/ 8,751teams
Santander Customer Transaction Prediction, gold medal, top 0.31%
- Competition title
- Kaggle Competitions Master
- Peak global rank
- Top 200
- Competitions
- 37
- Kaggle medals
- 1 gold, 8 silver
The SUIXU AI team’s Kaggle record
From tree models to LLMs, we’ve shipped every kind of AI.
Each line comes with evidence: a Kaggle medal and rank, or a product in production.
Tabular data表格資料・樹模型
- GoldSantander Customer Transaction Prediction27 / 8,751Top 0.31%
- SilverIEEE-CIS Fraud Detection111 / 6,351Top 1.75%
Computer vision電腦視覺・深度學習
- SilverRSNA-MICCAI Brain Tumor medical imaging15 / 1,555Top 1%
- SilverShopee product image matching30 / 2,426Top 1.24%
- SilverGenerative Dog Images13 / 927Top 1.41%
- ProductHospital-grade medical imaging AI
Natural language自然語言
- SilverTweet Sentiment Extraction78 / 2,225
Large language models大型語言模型
- ProductDexless Brain language layer: multi-LLM with template fallback
- ProductHospital RAG knowledge base: every answer cites its source
Audio語音・音訊
- ProductAI Teacher voice pipeline
- Open sourceaudioghost-ai: extract any sound with a text prompt★466
Agents and RL智能體・強化學習
- SilverGoogle Research Football multi-agent AI17 / 1,138Top 1.50%
- SilverPTCG AI Battle card-game agent129 / 6,807Top 1.90%
- ProductSUIXU-AX multi-agent orchestration
Systems we’ve built
Client work is shown with illustrative interfaces under NDA; the CT is a synthetic image; no client names.
Medical imaging
Hospital-grademedical imaging AI.
We understand the images, and the hospital workflow around them.
Finding lung nodules in 3D chest CT: the AI flags every suspicious candidate, then rules out the vessels that only look like nodules, for high sensitivity with few false positives. Built by an algorithm team that took silver (top 1%) in the RSNA-MICCAI medical-imaging competition.
- Nodule detection
- High sensitivity
- Fewer false alerts
- Low false positives
We build for clients, and for ourselves.
Six open-source projects, 5,300+ GitHub stars.
See every project on GitHub- agent-sprite-forge4,230 starsAgent skill that turns a prompt into 2D sprite sheets, maps and GIFs.
- audioghost-ai466 starsExtract any sound with a text prompt; memory-optimised SAM-Audio.
- agent-game-forge212 starsThe local-first, bring-your-own-agent 2D game IDE.
- vibehq-hub195 starsOrchestrate Claude, Codex and Gemini agents as a real engineering team.
- TradeVoyage187 starsCrypto trading-journey analytics across multiple exchanges.
- TermHive71 starsMulti-agent dashboard for Claude Code, Codex and Gemini.
Got a project? Let’s talk.
An AI tool, a legacy rebuild or a brand-new domain platform: tell us what you need. We reply within three business days with an initial architecture assessment.
- [email protected]
- Location
- Taipei, working with teams worldwide
- Reply
- Within three business days