Who it’s for
Companies that already run CRM/ERP/knowledge systems and need AI in real workflows—not another demo (Mainland China & overseas).
01 / BUSINESS AI DELIVERY · FDE COLLABORATION
For real-world AI, find the right FDE.
We help businesses find FDEs who can work with real users, connect existing systems, and move AI into production. Start with one workflow and define the expertise and acceptance criteria it needs.
02 / Who it’s for
What we deliver
System integration, workflow engineering, go-live & handoff—with access boundaries, human approval & audit, Eval gates, and a Runbook your team can own.
03 / DELIVERY
Production readiness checklist
- Clear system & access boundaries
- Failure modes & rollback
- Human approval gates
- Auditable trails
- Observability + Runbook
- Eval gate before go-live
- Team can own & on-call
04 / CLIENT CASE
From churn prediction to daily renewal follow-ups
A multi-site fitness chain (~10+ locations, ~20k members) was stuck at ~42% renewal. Instead of stopping at churn prediction, we connected CRM/access/booking data into daily prioritized follow-ups with next-best actions. Results: effective outreach 6→11/day; high-risk coverage 31%→78%; renewal 42%→48%; modeled annual revenue impact in the millions.
Financial impact is modeled, not realized revenue.
05 / How to start
How to start
Choose technical assessment or business diagnosis; we align boundaries and goals, then give an executable path.
Book a technical assessment From boundaries and access to production handoffBook a business diagnosis From demo to measurable business outcomes
Already delivering AI? Explore FDE collaboration