Skip to main content
Since 2015

Turn AI into production-ready software.

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

DeepSeek OpenAI Anthropic Gemini OpenClaw
10+

Years of enterprise experience

50+

Production AI deployments

99.9%

System uptime SLA

6+

LLM platforms supported

01 Core Capabilities

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.

02 Solutions

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
03 Delivery Process

How we deliver

1

Define measurable outcomes

Accuracy, resolution rate, latency, cost—agreed before we build.

2

Data security by design

Access control, data redaction, and clear system boundaries.

3

Evaluation‑driven development

RAG/agent tooling + benchmarks + failure taxonomy.

4

Production‑ready deployment

Monitoring, alerts, canary releases, and rollback planning.

04 Reference Architecture

Reference architecture

Reference architecture

Public version

Skills Agent MCP OpenClaw On‑prem / Hybrid Access control & audit Full observability Cost governance
Data sources
Index/Retrieval
RAG/Agent
Model
Tools/APIs
Logs/Eval
Monitoring
Security/Audit
05 Lab

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

Ready to ship your AI to production?

Book a free 30-minute consultation to discuss your use case and get a concrete delivery plan.

Schedule a consultation
07 FAQ

Frequently asked questions

Common questions about working with us

A Discovery phase takes about 2 weeks, while a full Build engagement typically runs 8‑12 weeks. Timelines depend on project complexity and data readiness.

Yes. We offer full on-premise and hybrid deployment options with air-gapped environments, private model hosting, and data residency compliance.

We support all major platforms including DeepSeek, OpenAI, Anthropic Claude, Google Gemini, Doubao, and open-source models. We help you choose the right model for your use case.

Data security is built into every phase: access control, data redaction, audit trails, and clear system boundaries. We follow SOC 2 and ISO 27001 principles.

Our Operate tier provides ongoing monitoring, model updates, optimization, and technical support with SLA guarantees. You are never left without support.

Absolutely. Our Discovery phase is designed exactly for this—validate feasibility with minimal commitment before scaling up.

We focus on production-grade delivery, not demos. Every engagement starts with measurable success metrics and ends with a deployed, monitored, maintainable system.

Book a free 30-minute consultation. We will discuss your use case, assess feasibility, and propose a concrete delivery plan—no commitment required.

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

Email

sbin@un-bug.com

Response time: 24‑48 business hours

Schedule a consultation

30 min · Online · Free

  • Discuss your use case & goals
  • Get a concrete delivery plan
  • No commitment required
Book a call

Calendly

30 min · Online · Free

Book a call