Knowledge walks out the door
Critical know-how lives with a handful of people and disappears when teams change.
TRADITIONAL ENTERPRISE × APPLIED AI
AI that worksinside real operations
From management decisions to frontline workflows, enterprise knowledge to industrial sites, QuantAgent delivers private, measurable, and maintainable AI implementation.
01Private Deployment◆02Focused Pilots◆03System Integration◆04Ongoing Operations◆
What we solve
Not another toolAn intelligent operating layer for your business
We help traditional enterprises without large in-house IT teams start from high-impact workflows, validate value through focused pilots, and expand with confidence.
Workflows depend on manual follow-up
Quotations, service, coordination, and decisions are slowed by fragmented information.
Industrial data stays invisible
Factories with limited digital infrastructure struggle to locate waste and sustain improvements.
Three Core Practices
From enterprise knowledge to productionEnd-to-end AI implementation
Enterprise Brain + Layered Agents
Build a unified knowledge foundation, starting with leadership and expanding into agents for management, R&D, sales, production, and service.
- Knowledge Base
- Management
- Automation
Industrial Energy Intelligence
Connect shop-floor signals through non-invasive LoRa collection, then apply AI analysis and intelligent scheduling to build a continuous optimization loop.
- Wireless Sensing
- Anomaly Detection
- Scheduling
Custom AI Agents & Operations
From discovery and deployment to agent training and ongoing support, with integration across ERP, CRM, OA, PLC, and existing business systems.
- Integration
- Custom Development
- Operations
Scenario Agents
Start with frequent, essential, and measurable work.
Proven patterns are adapted to real workflows, avoiding both blank-slate projects and AI for AI’s sake.
Executive Copilot
Unifies operating information, policies, and knowledge for search, analysis, and decision preparation.
After-sales Support
Captures fault and maintenance experience to help frontline teams diagnose issues faster.
Design Assistance
Connects standards, past designs, and material knowledge to provide traceable recommendations.
Sales Quotation
Uses past orders, process rules, and cost logic to accelerate quotation preparation.
Supply Chain Coordination
Connects purchasing, inventory, lead times, and supplier information across teams.
Industrial Edge
Start lightweightBuild one verifiable loop
For factories with limited digital infrastructure, wireless sensing lowers the pilot barrier. Begin with one workshop, equipment group, or high-value problem without disrupting core production.
- 1LoRa Sensing
- 2Data Preparation
- 3Anomaly Detection
- 4Control & Scheduling Advice
- 5Continuous Optimization
The QuantAgent Method
Lead from the topDeliver in stages
- 01
Free Diagnosis
Understand management, service, knowledge, data, and industrial pain points.
- 02
Pilot Design
Select a bounded scenario and define data, workflow, and acceptance criteria.
- 03
Rapid Delivery
Complete knowledge work, platform deployment, agent setup, and essential integration.
- 04
Measured Validation
Validate outcomes in real operations and define the next investment stage.
- 05
Ongoing Operations
Continuously update knowledge, workflows, and models as the business changes.
Why QuantAgent
AI expertise grounded in the realities of traditional enterprises.
Leadership-first adoption
Demonstrate value to decision-makers first and reduce cross-functional resistance.
Lightweight, production-safe pilots
Prefer wireless, non-invasive, and narrowly scoped deployment to control risk.
Vertical scenario patterns
Reuse proven capabilities in service diagnosis, process quotation, and energy analysis.
Controlled data architecture
Support private deployment, enterprise-side data retention, and configurable masking for cloud models.
Scope-based assessment
Engagements are evaluated by scope, data readiness, and integration complexity—not a generic public price.
FREE ON-SITE DIAGNOSIS
Diagnose first. Invest with clarity.
We begin with a free discussion or on-site review covering management efficiency, service cost, knowledge retention, and industrial operations, followed by an initial implementation path and value framework.
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01 / FORM
Diagnosis Request
The local version prepares a complete email. A self-hosted submission endpoint will be connected during deployment.