Texas HeadquartersServing the nationProficient in both business and technology
Bring AI into
Business Site
Shunwo Network delivers AI digital transformation consulting and training, agent development, and on-premises large model deployment using our FDE (Frontline Deployment Engineer) model. We also provide custom development for WeChat Mini Programs, websites, and mobile apps.
Run a two-week PoC with real business data to validate value before deciding on deep investment.
Urban Business Site
Walk through workshops, stores, and offices—start by understanding the workflow.
Data & Resources
Organize scattered records into usable data.
Models and Agents
On-premises or hybrid deployment: Choose based on your scenario.
Back to Business Process
Embedded in approvals, reports, and services; continuously iterated.
Response Mode
Remote + On-site + Dedicated
Shipped from Texas, nationwide service available
Validation rhythm
Approximately two weeks for PoC
Get real business data running first
Delivery Scope
Diagnosis to Launch
Includes operations and capability transfer
Team Structure
Business + Engineering
Proficient in both business and technology
Landing resistance
Large language models are powerful, but most enterprises face these four challenges.
Data integration fails, systems remain siloed, use cases are unclear, and results lack trust—these are the four most common obstacles we face on-site.
Service Capabilities
A complete delivery chain from diagnosis to launch
AI capabilities solve problems; carrier capabilities make them usable. The seven services can run independently or combine into a complete workflow.
Why Choose Shunwo
Same model capabilities, different delivery methods yield vastly different results.
We don't see ourselves as a code-writing vendor. Our engineers start on-site to understand your processes, data, and stakeholders before deciding on the right technology solution.
| Comparison Criteria | Traditional Outsourcing | Standardized SaaS | Shunwo FDE Mode |
|---|---|---|---|
| Requirement Understanding | Execute according to the written requirements document. | Standardized features, universal workflow | Go on-site to co-create and clearly define the problem. |
| Delivery Speed | Cycle measured in months; initial communication phase is lengthy. | Out of the box, hard to customize | Deliverable: A runnable PoC in approximately two weeks. |
| System Integration | One-time delivery, difficult to maintain later | Disconnected interfaces and siloed data. | Seamlessly integrates with existing systems and workflows |
| Effect Owner | Pay by milestone; no performance guarantee. | Standardized results are difficult to tune. | Own business outcomes, iterate continuously |
| Capability Accumulation | Code delivery marks the end. | Capabilities remain with the platform provider. | Documentation, Training, and Internal Knowledge Transfer |
Delivery rhythm
Four-step progression with verifiable deliverables at each stage.
Break a large project into smaller, verifiable phases so stakeholders can decide at any point whether to proceed.
STEP01
Scenario Diagnosis
Map the business flow, data landscape, and system status to identify the most stable scenario to prioritize.
STEP02
Rapid Prototyping
Deliver a functional prototype with results documentation within approximately two weeks using real business data to validate the full workflow.
STEP03
Deep Integration
Integrate with existing systems and account permissions to embed capabilities into approval, reporting, and service workflows.
STEP04
Continuous Operations
Monitor outcomes, iterate models and knowledge bases, and simultaneously transfer capabilities to the internal team.
Industry Scenarios
These scenarios are now live.
Cases are organized by industry scenarios, without referencing specific customer names. Results are limited to verified project measurements and outcomes.
Partnership Models
Select by phase to keep risk control within a limited scope.
Start with a small-scale pilot before committing long-term. You can also combine the three modes for phased rollout.
PoC Quick Validation
Fixed-scope project · Approximately two weeks
Validate value with one or two specific scenarios using your enterprise's real data before committing further resources.
- Runnable prototype
- Effect Description and Issue List
- Future Roadmap
On-site FDE Service
Monthly billing · 3-month minimum
A dedicated FDE engineer is assigned to the business site, managing the end-to-end process from requirements gathering to deployment.
- On-site Engineer
- System Integration and Go-Live
- Biweekly Progress Sync
Subscription Operations
Annual Contract
Remote team provides periodic on-site support to continuously optimize performance, update the knowledge base, and take over operations for your internal team.
- Performance Monitoring & Optimization
- Knowledge base iteration
- Internal Training & Q&A
Local City Services
Shipped from Texas, serving 337 cities nationwide
Every city has its own industrial structure: some focus on equipment manufacturing, others on food processing or cultural tourism. The city page leverages local industries and resources to deliver practical, actionable recommendations tailored to reality.
Don't see your city in the list? We serve customers nationwide through remote collaboration with periodic on-site visits. Call us directly. 18315852058 Confirm service scope and delivery method.
Tech Blog
Clearly document the pitfalls encountered in the project.
Methodologies, engineering practices, and company updates for teams implementing AI.
Understands your business and your system.
The team consists of members with expertise in AI engineering and business domains.Li ShoucongLead FDE delivery. We prefer to first understand the business problem before selecting a solution, rather than forcing a pre-built technology onto a use case.
Frequently Asked Questions
We deploy FDE frontline engineers who go on-site to first understand your business challenges and data conditions before determining the optimal technical solution. Our delivery scope includes scenario diagnostics, system integration, and ongoing post-launch operations—not just a demo. We also build mini-programs, websites, and mobile apps under one roof, eliminating the need for a second vendor.
Contact Shunwo Network
Let's discuss the scenario first, then the solution.
Call us or scan the QR code to add our WeChat. We'll first understand your business workflow and current bottlenecks, then determine whether this is worth pursuing and where to start for maximum stability.
Scan the QR code to add Li Shoucong and connect directly with an FDE engineer.