Disconnected data, model lock-in, low adoption, runaway costs — the DDW platform turns the most common barriers to enterprise AI adoption into built-in platform capabilities, one by one. Plugins share the platform, so development never reinvents the wheel.
The platform provides every shared service an AI application needs to run; plugins carry business logic only and never touch infrastructure.
Unified multi-model access: freely mix cloud models (GLM, Kimi, DeepSeek, and more) with local models (Ollama/vLLM). Three-tier failover keeps business running, and cost-aware routing automatically assigns each job to the most economical model — with swappable and downgradeable models throughout.
Standard .ddwplugin package format (manifest + signature + lifecycle); install, remove, upgrade, and roll back are fully automated, and plugins collaborate through an event bus, fully decoupled.
Business actions automatically trigger downstream flows: order created → notify sales → draft contract → payment reminder. Wildcard subscriptions and retry on failure; no hard-coded calls between plugins.
Omnichannel IM adapters: one unified messaging interface across DingTalk, Lark, and WeCom. Bots, message cards, and approval flows work out of the box — employees get work done inside the IM they already know, with zero learning curve.
Connects directly to existing ERP/MES/LIMS/QMS systems and supports 6 database engines including PostgreSQL, MySQL, SQLite, and Oracle. No re-engineering, no migration — data silos are bridged in place.
Three layers of tamper protection, license verification, AI-crawler defense, supply-chain poisoning protection, and data privacy compliance. Enterprise data assets stay secure and under your control; in on-premises deployments, data never leaves your intranet.
Four metering models — tokens, API calls, plugin activations, and business outcomes — with transparent, auditable channel revenue sharing, underpinning the pay-for-outcomes AI-RaaS model.
Platform-wide style templates (standard / festive / muted) are switched from one admin console, so holidays and major events get fast responses. The website theme is delivered by the same platform and managed site-wide.
The platform is not a pile of features — it is designed around the real barriers to enterprise AI adoption.
No lock-in to any LLM, database, or IM — existing investments stay valid, and future choices stay open.
Every plugin is a minimal usable unit; a customer's business scenario equals an assembled combination of plugins. A small customer may pick 5 plugins, a large one 27 — scale to fit.
From delivering tools to delivering outcomes: CNC yield assurance and ESG compliance assurance are paid by business results, tying cost to impact.
Make full use of your existing computing resources. CPU-only AI is perfectly usable early on; invest in GPU capacity only after the gains are proven — you set the pace of investment.
| Deployment Mode | Best For | Details |
|---|---|---|
| Standalone | Micro businesses, pilot trials | Single-machine deployment, ready right after install |
| Cloud | SMB production environments | Hosted on cloud servers; no on-site data center needed |
| Hybrid | Data-sensitive enterprises | Core data stays on-premises, general compute in the cloud |
| FDE Service | Customers with custom requirements | Environment checks, deployment, custom development, and guided operations |
The platform's capabilities are ready; what determines value is the business plugins. Visit the marketplace and see which scenarios fit you.
