Ship LLMs to production with confidence.
Evaluation, monitoring, integration, and on-prem delivery for OpenAI, Gemini, Claude, and DeepSeek. 11 years of enterprise engineering experience, delivering reliable, long-term AI solutions for global clients.
Supported Models & Architectures
What we deliver
Production‑ready AI applications
Engineered for real business workflows, not just demos.
Industry‑specific solutions
Custom solutions for finance, healthcare, education, and regulated sectors.
Enterprise‑grade operations
APIs, role‑based access, audit trails, and cost transparency.
Solutions
Scenario‑driven solutions addressing real business challenges
AI & Automation
- Intelligent document processing & retrieval
- Custom LLM agents for business workflows
- On‑prem AI infrastructure & operations
Healthcare & Life Sciences
- Clinical data management & analysis
- Regulatory compliance automation
- Medical device integration platforms
Education & Research
- Adaptive learning & assessment systems
- Research collaboration platforms
- Institutional data governance
How we deliver
Define measurable outcomes
Accuracy, resolution rate, latency, cost—agreed before we build.
Data security by design
Access control, data redaction, and clear system boundaries.
Evaluation‑driven development
RAG/agent tooling + benchmarks + failure taxonomy.
Production‑ready deployment
Monitoring, alerts, canary releases, and rollback planning.
Reference architecture
Reference architecture
Public version
Pigeon Cloud Lab
Interactive demos
- Knowledge Q&A
- Ticket Copilot
- Document Assistant
Engineering notes
- RAG evaluation
- Prompt governance
- Agent safety
Specs & templates
- Metric checklist
- Rollout plan
- Monitoring metrics
Agent & MCP
- Multi‑Agent orchestration
- MCP server development
- Computer Use & Browser automation
AI‑native development
- AI Coding (Cursor / Copilot)
- Vibe Coding workflows
- CI/CD with AI review
Multimodal & Reasoning
- Vision‑Language models
- Deep Research agents
- Chain‑of‑thought reasoning
Let's ship your first use case.
Tell us what you're building—we'll respond with a concrete delivery plan.
Location
16#B, Creative Industrial Park, 328 Xinghu Street, Suzhou Industrial Park
sbin@un-bug.com
Schedule a consultation
30 min · Online · Free
- Discuss your use case & goals
- Get a concrete delivery plan
- No commitment required
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