Cases / FDE Partnership

TIMUX × SOFUN.AI

Move AI beyond the demo—and into completed work.

Timux and Sofun.AI advance FDE delivery by understanding one real workflow, validating it with approved data, establishing permissions and human approval, and using shared evidence to decide whether to scale.

Four-stage FDE partnership flow between Timux and Sofun.AI
PARTNERSTimux × Sofun.AI
FOCUSEnterprise AI execution and FDE delivery
PRINCIPLEVerifiable, controlled, traceable

THE DELIVERY LOOP

Start by completing one workflow—not by selling a large system.

Every stage has entry criteria and completion evidence. Permissions and scope do not expand automatically without joint confirmation.

01 / DISCOVER

Choose real work

Review normal and exception cases, roles, sources, waiting points, and the definition of done.

02 / VERIFY

Validate with data

Use approved information to test recommendations, sources, misses, and exceptions.

03 / EXECUTE

Execute with control

Limit users and actions; keep human approval for high-impact operations.

04 / ACCEPT

Accept jointly

Use accuracy, waiting time, exceptions, and actual value to decide what comes next.

RECENT CASE PORTFOLIO

Case areas organized in the recent partnership materials

Cases are at different stages. We describe only the application areas that can be supported and do not present a prototype, validation, or proposal as production results.

MapleHomeShort-stay operations, listing data, and exception handling
SorentoERP and supply-chain verification and execution handoffs
MeijiaAI teaching assistant, grading, and human review
XiguangInteractive story games and operating workflows
MJ SecurityLINE field access, attendance, and operational records
Cross-industry workflowsMarketing work orders, editorial research, and task tracking

This page presents case names and public application areas only. Personal data, account details, phone numbers, internal IPs, unpublished metrics, and unauthorized screens are not disclosed.

WHO THIS FITS

When an FDE conversation makes sense

Work spans LINE, WeChat, email, and existing systems

Information is forwarded constantly, while ownership and completion are difficult to track.

You already have ERP or CRM, but people still chase the work

Keep useful systems and first understand how data and tasks move between them.

You have seen AI demos but do not know how to deploy safely

Start with one measurable workflow and establish data, permissions, human review, and exception handling.

You want evidence before a major investment

Use a limited pilot to decide whether deeper integration and expansion are justified.

Bring one real workflow. Start with a test that can be accepted.

Remove personal and sensitive information first. We will confirm outcomes, data, permissions, ownership, and next steps together.