A complete implementation chain from environment checks to ongoing operations, delivered in weeks — no long drawn-out tug-of-war.
Installing the platform is easy; actually putting it to work is the hard part. We provide a complete implementation chain from environment checks to ongoing operations — unlike the months-long cycles of traditional enterprise systems.
A full health check of your existing compute resources, system architecture, and data foundation, with a deployment plan matched to what you have.
Choose Standalone, Cloud, or Hybrid; direct data connections to ERP, MES, LIMS, and QMS, with plugins assembled and in place.
For scenarios standard plugins don't cover, we build to the plugin development spec — same architecture as the platform, upgrading along with it.
Staff training, knowledge-base building, and continuous AI scenario tuning to make sure the platform is truly used and its impact keeps compounding.
| Deployment Model | Best For | Description |
|---|---|---|
| Standalone — Single Machine | Small teams, pilot trials | Single-machine deployment, ready as soon as it's installed |
| Cloud | Production environments for SMEs | Hosted on cloud servers, no on-premises server room needed |
| Hybrid | Data-sensitive enterprises | Core data stays on-premises, general compute in the cloud |
| FDE Implementation | Customers with customization needs | Environment checks, deployment, custom development, and guided operations |
We make full use of your existing compute resources. Running AI on CPUs is entirely workable early on; decide whether to invest in GPU capacity only after you've seen real management gains — the best protection for your enterprise AI investment.
Plugins assembled into real business scenarios, usable by staff right inside DingTalk, Feishu, or WeCom — not "installed and shelved."
Direct ERP/MES/LIMS/QMS data connections with historical data distilled into the platform, so the AI truly understands the business.
Role-by-role training and guided practice until your team can run and continuously optimize the platform on its own.
What we deliver isn't just deployment — it's "a platform that's used + connected systems + a team that knows how."
