FAQ · Deployment challenges
Why is there a big gap between demo and real deployment?
Demos use clean sample data and simplified flows; real environments have Excel, WeChat, legacy ERP, approval chains, permission boundaries, and organizational friction. FFDE engineers embed in your environment to deliver runnable systems on real data — not lab demonstrations.
Key points
- Demos use clean sample data; FFDE acceptance is based on real customer business samples
- Real data is messy, heterogeneous, and version-conflicted — inventory first, then golden Q&A
- Flows cross systems; APIs incomplete or need manual steps — Agents should live in existing entry points
- Teams won't adopt: missing training, owner, or security rules — launch ≠ activation
- Demos skip cost governance and ops design
- FFDE uses minimum verifiable delivery: narrow scope, weekly cadence, graduation criteria at kickoff
How to do it
- On site, observe how staff actually work — not only official process descriptions
- Run one scenario end-to-end on real samples before expanding
- Start as copilot (AI drafts, human confirms), then raise automation as trust builds