Turn critical-role expertise into always-on AI assistants
PlatinumBear equips manufacturing companies with custom AI assistants for sales, quality control, procurement, training, and other critical roles.
People may leave. Organizational capability should not reset.
Built for manufacturing companies with export or cross-border operations and annual revenue from 100M to 1B RMB
PlatinumBear Agents run on a stable AI service foundation
Capability should not live only inside people
When the top salesperson leaves, accounts may follow. When a veteran technician retires, years of process memory disappear. PlatinumBear captures critical-role judgment, workflows, and standards inside AI assistants so ordinary employees can execute at a higher baseline.
Knowledge stays
Every business discussion and decision process becomes reusable organizational memory.
Best practices become repeatable
Email style, customer judgment, quality experience, and procurement logic are converted into role-specific AI assistants.
Called inside daily work
Employees do not need to learn a complex new tool. They call the right assistant inside the existing workflow.
Smarter with every use
The assistant absorbs business context, customer preferences, and internal standards until it becomes part of the company's operating memory.
An AI assistant array for critical roles
Each assistant carries a practical role methodology. It helps employees do the right thing and helps the company retain the method.
From diagnosis to co-pilot operation
PlatinumBear is not only a tool delivery. It connects strategy, product, organization, and AI execution into one operating loop.
Diagnose
Run an AI strategy checkup and locate the key bottleneck using financial data and business facts. Usually completed in one day.
Plan
Scan the company with strategy, product, and organization engines to decide which AI assistants should be deployed first.
Deploy
Build custom assistants for critical roles and connect them to daily work interfaces within two to four weeks.
Iterate
Start the memory flywheel and keep improving prompts, knowledge layers, role workflows, and execution standards.
The runtime service layer for PlatinumBear Agents
Useful AI assistants need unified model access, search, memory, identity, and control. This project provides that foundation.
AI API Gateway
Centralizes model calls, streaming chat, reasoning, async generation tasks, and provider extensions.
Web Search
Gives agents controlled access to current information with search switches, source return, and provider tool hooks.
Long-term Memory
Writes and recalls facts, preferences, and business context through the MemOS proxy.
Enterprise Knowledge Layer
Creates isolated memory spaces for every user while keeping internal identities and service secrets on the server.
Accounts and API Keys
Users register, sign in, and create API keys on the web. Desktop and agents call services with Bearer keys.
Admin Control
RBAC, users, orders, credits, AI tasks, API keys, and settings support scaled operations.
Create an organizational capability flywheel
Find the right work first, then use AI to help the team execute it every day.
1 day AI strategy checkup
AI strategy checkup
2-4 weeks Role assistant deployment
Role assistant deployment
Continuous Memory flywheel improvement
Memory flywheel improvement
Companies do not need just another faster tool
They need the right way of working to become reusable, teachable, and consistently executed.
The hardest part used to be account handoff after a salesperson left. Now customer context, follow-up history, and deal playbooks stay in the system.
Manufacturing Owner, Export factory
Manufacturing Owner
Export factory
The writing assistant raised our baseline. New reps no longer get stuck on English phrasing or commercial tone.
Foreign Trade Lead, Cross-border sales team
Foreign Trade Lead
Cross-border sales team
Historical defects, process notes, and handling experience can be recalled quickly. The team can judge against the same standard even when veterans are not on site.
Quality Lead, Production and QC
Quality Lead
Production and QC
Supplier comparison and cost analysis are no longer locked inside one person's experience. New buyers can start from the veteran's reasoning path.
Procurement Manager, Supply chain team
Procurement Manager
Supply chain team
This is not just another chat tool. It is a way to capture how our company works and make those standards easier to repeat.
Operations Lead, Organization management
Operations Lead
Organization management
Training moved from oral handoff to an AI mentor that can be called, questioned, and improved. The baseline is more consistent.
Training Lead, New employee enablement
Training Lead
New employee enablement
Frequently asked questions
Common questions about PlatinumBear AI assistants, memory, and deployment.
Give one critical role its first AI assistant
Start with an AI strategy checkup and find the capability that should be systemized first.