01 Confirm it's worth doing first
Business and Technical Diagnosis
Clarify requirements, data conditions, and expected outcomes to form an executable scope of work.
- Business interviews and authorized sample analysis
- Mapping of processes, data, and system conditions
- Implementation recommendations, effort estimates, and acceptance methods
From ¥9,800
Luo Linhan / FORWARD DEPLOYED ENGINEER
Making delivery results acceptable.
Enterprise AI workflow implementation, quality acceptance, and ongoing operations. Starting from a specific problem, connecting existing systems, and supporting your team through trials and rollout.
Requirements diagnosis → Engineering implementation → Quality acceptance → Continuous improvement Nationwide collaboration · On-site implementation supported
01 / SERVICES
Find the right way to work together.
Suited to software and technology service companies, project operations teams, and enterprise software implementers who need joint delivery.
Reference budget From ¥9,800Discuss diagnosis →
Complete one critical workflow
Connect existing tools so that feedback, knowledge, and project tasks flow into a traceable workflow.
- System integration and workflow development
- Permissions, records, evaluation, and incident handling
- Deployment, trial, training, and delivery acceptance
Reference budget ¥80,000–150,000Discuss implementation →
Maintain quality and sustained usage
Review the operational quality of existing AI applications and follow up on usage issues and necessary adjustments.
- Evals, regression checks, and anomaly analysis
- Review of operating costs and user adoption
- Maintenance and incremental improvements within the agreed scope
Reference budget From ¥6,000 / monthDiscuss ongoing services →
The budget is for an initial estimate of the scope of collaboration. Diagnosis, implementation, on-site work, and ongoing services are confirmed separately; official fees and payment milestones are subject to the quotation and contract. The first 20-minute requirements discussion is free of charge.
02 / DELIVERY EXAMPLES
The following are independently constructed fictional samples. They demonstrate handling methods and delivery structures to help discuss your scenario.
Customer feedback → Actions pending confirmation
F-001Report export failureVerify impact
F-003Similar issues mergedSource preserved
F-005Owner not yet confirmedManual assignment
AI application launch acceptance
Sources traceableCheck citations
Failures recoverableCheck retries
Real user trialsCheck adoption
03 / HOW WE WORK
- 01 Requirements discussion Confirm the business problem, the owner, existing systems, and a rough budget.
- 02 Diagnosis and quotation Evaluate samples and clarify the scope, deliverables, timeline, and payment milestones.
- 03 Contracting and implementation Confirm authorization, demonstrate by phase, and evaluate new requirements separately.
- 04 Trial and acceptance Review results with real users, and deliver manuals and issue lists.
- 05 Continuous improvement Provide maintenance as needed, review outcomes, and confirm the next phase of collaboration.
We can discuss the division of work for process diagnosis, AI quality evals, on-site implementation, and ongoing services.
04 / YOUR FDE PARTNER
Delivering AI workflows that actually work.
I'm Luo Linhan, responsible for bringing business requirements, technical implementation, and launch acceptance together.
You will discuss business problems with me directly. I lead the confirmation of the implementation scope, drive engineering collaboration, organize trials and acceptance, and follow up on post-launch usage issues. When specialized development is needed, the collaborators, division of work, and delivery responsibilities are clarified before quoting.
From customer sites and R&D quality to the real-world use of enterprise tools.
iFLYTEK · Enterprise tool operations and AI adoption collaboration
Handled pilot rollout, user feedback, data operations, and specialized delivery collaboration, encountering the problems business users face in real usage.
Pilot user and scenario lists, training arrangements, usage and outcome checks, and post-launch issue follow-up.
Seven Days Education · Testing team and quality management
Responsible for test organization, release standards, and quality improvement, participating in automation, performance testing, and cross-team R&D collaboration.
Pre-agreed acceptance samples, checklists, failure and recovery testing, and clear launch criteria.
Tian'ao Communications · Anhui Mobile projects and dispatched support
Participated in on-site troubleshooting at customer sites, user experience initiatives, and project management, coordinating between business, technical, and project lead stakeholders.
Mapping of business processes and system conditions, key issue lists, division of work between the customer and implementer, and milestone-based plans.
Personal projects and fixed demos are available for viewing, making it easy to judge whether the delivery approach fits.
This website is already connected to requirements intake, source tagging, private storage, and project tracking. The demo page shows how scope, quotation, and payment records are confirmed after a requirement is received.
Personal projects cover information organization, data presentation, and cloud deployment. You can directly view the page structure, information sources, and presentation methods.
Career experience is presented based on the responsibilities I personally held. Personal projects and demos are for understanding the delivery approach; the specific project scope, division of collaboration, and fees are confirmed after the first discussion.
05 / FIELD NOTES
LET'S TALK
What is a business problem you're facing?
Start by describing a specific workflow. I will confirm your requirements through the contact information you leave and schedule the first 20-minute discussion; after that, we decide whether paid diagnosis or implementation is needed.
Only a business overview is needed. Please do not submit customer details, account credentials, or other confidential materials; data requiring further analysis will be provided separately after mutual confirmation.
Your record number is .
Your information has been saved privately. I will confirm your requirements and discussion time through the contact information you leave; the first discussion is free of charge. Supplementary materials can also be sent by email, with this number attached.