Lingxi Supply-Demand
Matching supply and demand automatically
A published need should not depend on someone forwarding it in a chat. Requests and offers are vectorised on entry and scored by semantic similarity plus keywords (category, tags, region, budget); a match is written to both sides and notifies them in real time. AI can polish a title and description in one click so the barrier to expressing a need drops.
Settlement runs through escrow: hold, freeze, delivery, acceptance, release, with refunds and arbitration recorded and wallet top-ups and statements reconcilable line by line. Ten agent templates (requirements analysis, business advisory, technical architecture, marketing, legal, finance and tax, design, copywriting, data, life concierge) assist both sides over streaming conversation, alongside real-time messaging, subcontract routing, fourteen local-life categories, a dashboard and a notification centre.
Reliability is designed in: missing vector store, message queue or document database degrades the service instead of stopping it, and the AI configuration centre supports multiple providers with key rotation, encrypted storage and masked display. Web, desktop and mobile (H5 / mini-program) clients are all provided.
Core capabilities
- Automatic vectorisation of both sides
- Semantic similarity blended with keyword scoring
- Matches written both ways with real-time notification
- Escrow transactions: hold, delivery, release, with refunds and arbitration
- Wallet top-ups with recorded statements
- 10 built-in agent templates with streaming chat
- Real-time messaging, polling fallback on mobile
- Fourteen local-life categories in the same city
- Subcontracting for middle agents
- Graceful degradation when any middleware is missing
Who uses it
- Nearby dispatch for local services
- Skill-based gigs and project outsourcing
- Batch procurement enquiries
- Industry communities and owned channel accounts
Delivery models
Multi-user SaaS · on-premises · source licence · white label
Tech stack
Go + Gin · Vue3 + Element Plus · Electron · uni-app · MySQL / Redis / MongoDB / RabbitMQ / Milvus