Bring AI Capabilities into Real Business Workflows
From Requirement Definition to Stable Product Delivery

Shanghai YBBE Network Technology Co., Ltd. (YBBE TECH) focuses on AI applications and enterprise software development. We combine LLMs, RAG, AI agents, and business-specific engineering to help companies complete the full path from product planning and interaction design to system development, private deployment, and post-launch operations.

Direct Access

Talk to core engineers directly

Full Delivery

Complete source code handover

Agile Launch

Fast prototype validation

12 Months

Free warranty and maintenance
YBBE_AI_Solution_Engine.v2.4
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Trusted by Enterprises and R&D Teams for Practical AI Custom Development & Engineering Delivery
EV Automaker Host OEM Body-in-White 3D Vision QA · 42s/Car
Tier-1 Solar PV Manufacturer Wafer EL Luminescence Sorter · 7200pcs/h
Trunk Logistics Freight Network Dynamic Routing Multi-Agent Engine
Semiconductor OSAT Group 120 FPS Sub-millimeter Edge Defect QA
National Class-A Medical Center Unstructured EMR & Lab Parser (1.1s)
Asset Management & Investment Bank Financial Equity Research Hybrid RAG
Aerospace Fastener Works ±2μm Thread Optical Metrology
Sterile Pharma Ampoule Works 400 Ampoules/Min Rotary Vision
Consumer Electronics EMS Plant 3C SMT High-Density AOI QA
Regional Gas Pipeline Operator DAS Acoustic Leak Monitoring (≤5m)
Cross-Border Global DTC Brand 7x24h Multilingual Support Agent
Municipal 12345 Citizen Hotlines Automated Ticket Dispatch (96.2%)

AI Feels Hard to Land? Worried About Outsourcing?
We Solve It with Pragmatic Engineering

No inflated promises and no concept hype. We focus on clear communication, clean code, and long-term maintainability for a grounded delivery experience.

01
Requirements are still vague and the AI direction is unclear

You may only have a business idea and still be unsure what LLMs can realistically do or what infrastructure is needed.

How YBBE Helps
Engineers work with you one on one to assess technical feasibility objectively and define a realistic functional scope and phased delivery path.
Communication Mode Direct access to core builders
02
Generic models are inaccurate and not domain-specific enough

Calling public APIs directly often leads to hallucinations and cannot deeply integrate with your internal documents and databases.

How YBBE Helps
We build hybrid-retrieval RAG systems and lightweight domain fine-tuning, reinforced with paragraph-level traceability and factual verification.
Technical Route Hybrid retrieval + citation tracing
03
Concerned about delivery losing control or missing expectations

Long outsourcing cycles and low transparency often make it hard to see progress before final handover.

How YBBE Helps
We work in agile iterations, regularly syncing runnable demos so each phase is visible and accepted before the next one starts.
Progress Control Milestone-based acceptance
04
No one maintains the system after launch and follow-up changes become difficult

After go-live, occasional errors or new minor features can become a problem if no one supports the system.

How YBBE Helps
We hand over complete readable source code and operation manuals, plus 12 months of free maintenance and long-term support.
After-Launch Support 12-month free maintenance

Enterprise AI Custom Development Services

Focused on real business scenarios, from model tuning and knowledge systems to full-stack software delivery.

01

Custom LLM Applications

Build reliable and usable AI assistants tailored to vertical business processes on top of open-source LLMs.

  • Private enterprise RAG knowledge systems
  • Practical multi-agent workflow development
  • LoRA/SFT tuning for domain business scenarios
Explore the solution →
02

Computer Vision Engineering

Custom visual AI for industrial inspection and security scenarios, with lightweight real-time inference at the edge.

  • Automated micro-defect detection on industrial surfaces
  • Unsafe behavior and compliance-state recognition
  • TensorRT acceleration on IPC and edge devices
Explore the solution →
03

Language and Document Intelligence

Complex document extraction, contract comparison, and multimodal content structuring for enterprise workflows.

  • Multi-page PDF table and layout extraction
  • Contract clause comparison and risk marking
  • Semantic search and Q&A for professional documents
Explore the solution →
04

Data Processing and Full-Stack Delivery

Integrated development covering proprietary data cleaning, instruction-set building, and custom web or mobile workbench delivery.

  • Domain data cleaning and structuring
  • Custom frontend and backend management workbenches
  • Private server packaging and deployment
Explore the solution →

Real Deliveries That Solved Real Business Pain Points

Click any card to view the business problem, implementation approach, and delivery outcome recap.

2026 AI Engineering Evolution and Insights

Follow the latest progress in LLM fine-tuning, GraphRAG knowledge architectures, and 120 FPS edge vision deployment.

View All 12 Technical Deep-Dive Articles →
2026-08-14 · Deep Practice

From Chain-of-Thought to Production: Fine-Tuning DeepSeek-V4-Pro-0813 for Private Enterprise Use

A practical breakdown of DeepSeek-V4-Pro-0813, GRPO-v2 alignment, and Flash-MLA memory compression for production deployment.

Single 4090 TTFT at 110ms Read More →
2026-07-28 · Knowledge Graphs

GraphRAG Topology Architecture: Solving Cross-Document Macro Summarization Limits

Combining Neo4j community detection and Milvus 2.4 to build enterprise knowledge brains with pixel-level source traceability.

Recall 98.6% · 0% hallucination goal Read More →
2026-08-02 · Industrial Inspection

2026 Industrial Vision Whitepaper: SAM 2 and 120 FPS Edge Inference Trends

Battery coating and semiconductor inspection are shifting toward unsupervised zero-shot workflows, with TensorRT 10 INT8 reaching single-frame latency below 8.3ms.

120 FPS hard real-time full inspection Read More →

Practical Technical Collaboration Advantages

A grounded engineering style keeps software delivery clear, transparent, and maintainable.

01

Direct Access to Lead Engineers

No distortion from non-technical sales layers. Core builders speak with you directly and assess feasibility with fewer detours.

02

Transparent Milestones and Controllable Progress

We iterate in visible phases and regularly provide runnable versions for confirmation, so the project stays understandable at every step.

03

Full Source Delivery and Long-Term Maintenance

After acceptance, we hand over complete source code, deployment assets, and technical docs, backed by 12 months of ongoing support.

8 Clear Steps, Fully Transparent from Start to Finish

A disciplined engineering process ensures each phase has clear outputs and acceptance criteria.

STEP 01
Discovery
Business scenario review
STEP 02
Planning
Architecture and timeline
STEP 03
Contract
NDA and formal scope
STEP 04
Prototype
UX and data preparation
STEP 05
Agile Build
AI + full-stack iteration
STEP 06
Testing
Metrics and acceptance
STEP 07
Deployment
Private rollout and handover
STEP 08
Support
12-month free warranty
View Full Delivery Process →

Have a Real AI Project in Mind? Call or Add Our Engineer Directly

Skip the sales relay and long forms. Our core engineers can directly assess technical feasibility, infrastructure choices, and delivery schedules with you.

DIRECT CALL
Lead engineering hotline:
138-1722-4327
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WECHAT CONNECT
Technical consultant WeChat:
ybbe2020
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EMAIL CHANNEL
Official business email:
ybbe@ybbe.com
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Project Case Review

Client background
Business Pain Points & Technical Challenges

The actual problems and technical bottlenecks before delivery.

Technical Architecture & Implementation

Model selection, algorithms, and engineering pipeline.

Delivery Outcomes

Results achieved in production.

Commercial Data Security & IP Assignment Commitment

Prior to any technical evaluation, we enforce strict compliance with data protection laws:

【Commercial & Technical Data Security Summary】

1. Confidential Information & Data Isolation
Includes client sample data, system interface documents, algorithm requirements, and jointly discussed technical plans. Deployments use strictly isolated private networks, with zero data uploaded to public third-party APIs.

2. Deliverables & Intellectual Property Assignment
Custom source code, fine-tuned Safetensors weights, and Docker scripts are assigned per the technical contract, granting clients full commercialization and independent iteration rights.

3. Bilateral Confidentiality & SLA Warranty
Confidentiality takes effect immediately upon engagement. We back all deliverables with a 12-month free maintenance SLA.
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