Why We Call It Doni?
At Ze Yu, we believe AI shouldn't be just a cold tool, but a teammate. Named to embody the concept of "getting you," Doni has one simple design principle: to understand your needs before you speak, and exceed your expectations after you give commands.
Core Architecture: D.O.N.I.
We've redefined the standard for AI assistants through the D.O.N.I. four-pillar architecture, injecting smart momentum into your enterprise:
Deep Understanding
Beyond Keywords: Traditional search engines look at "words," Doni understands "meaning." It comprehends context, emotion, and implicit needs in conversations.
Scenario Awareness: Whether it's rigorous financial data or creative marketing copy, Doni automatically switches thinking modes based on the scenario.
Optimized Workflow
Automated Execution: From organizing meeting minutes and drafting emails to data comparison, Doni handles tedious repetitive work.
Proactive Assistance: Not just passively waiting for commands, Doni proactively suggests next steps based on your work habits.
Natural Interaction
Human-like Conversation: Using cutting-edge LLM technology, communicating with Doni is as smooth and natural as talking to a senior colleague.
Multilingual Support: Breaking language barriers, making cross-border communication and data translation unprecedentedly simple.
Intelligent Integration
System Integration: Doni is not an island. It seamlessly integrates with your existing enterprise systems (like ERP, CRM).
Data Activation: Transforms dormant data in databases into conversational, queryable real-time intelligence.
LINE AI Customer Service
Doni AI integrates with LINE Official Account to provide 24/7 AI customer service for B2C e-commerce. Powered by LLM-driven multi-turn conversations, customers can directly check order status, learn about return/exchange processes, and inquire about shipping and payment on LINE — dramatically reducing call center workload and freeing your support team to focus on higher-value tasks.
Multi-turn Dialogue Engine
Not a FAQ Chatbot: Doni AI maintains contextual memory and proactively asks follow-up questions to clarify needs. For example, when a customer says "I want to return," the AI analyzes contextual clues — automatically distinguishing between damaged goods and subjective dissatisfaction, guiding the complete return process.
Smart Intent Classification: Combining longest-match keyword matching with LLM fallback for dual-layer intent recognition, accurately identifying over ten customer service intents including "order inquiry," "returns," "order cancellation," "payment issues," and "shipping queries."
Real-time Order Query & RAG Knowledge Base
One Message to Check Orders: Automatically identifies customer identity via LINE User ID, instantly querying order shipping status, dispatch progress, and logistics information — no human intervention needed. Customers track package status right within the conversation.
Knowledge-driven Precise Responses: Policy content such as return policies, shipping guidelines, and payment methods are powered by an independent RAG knowledge base (PGVector), delivering precise responses that can be updated anytime without model retraining.
Product Restock Notification & Admin Dashboard
Proactive Service, Never Miss a Lead: When customers ask about out-of-stock products, the AI proactively offers restock notification sign-up. Once products are back in stock, administrators can send LINE push notifications via the web dashboard — supporting single or batch delivery.
Complete Audit Trail: Every notification sent is fully logged with operator, timestamp, content, and delivery status, ensuring traceable and auditable service quality. The admin dashboard supports four languages (Traditional Chinese, Simplified Chinese, English, Japanese).
Intranet Security & Smart Caching
Data Never Leaves the Intranet: Using Firebase Relay architecture, the AI server only requires outbound connections to receive LINE messages — no inbound ports or firewall rule changes needed. Customer service data is completely isolated from internal company systems, ensuring information security.
Two-tier Smart Caching: Policy responses are cached via exact-match caching, dramatically reducing GPU computation costs. Cache can auto-expire by category or be manually cleared, ensuring responses always stay synchronized with the latest policies.
Use Cases
Whether you're a manager, developer, or creator, Doni becomes your most capable intelligent partner.
For Managers
"Doni, analyze last quarter's sales trends and list the top three performing products." → Instant decision reports generated.
For Sales Teams
"Doni, I'm meeting Mr. Chen soon. Pull up his transaction history and complaint highlights from the past six months." → Connects to CRM data, instantly providing winning customer insights for negotiations.
For Project Managers
"Doni, organize today's meeting conclusions, automatically convert them into action items, and assign to responsible parties." → Automated project tracking, ensuring seamless cross-department communication.
Through deep understanding, workflow optimization, natural interaction, and intelligent integration, Doni creates an AI partner that truly "gets you" for your enterprise.
- Deep understanding of context and implicit needs
- Automates tedious work with proactive assistance
- Natural conversation with multilingual support
- Seamless integration with ERP, CRM, and other systems
Doni AI FAQ
Doni AI is Ze Yu's enterprise-level intelligent assistant, named to embody the concept of "getting you." It's not just a tool, but an AI partner that understands context, emotion, and implicit needs. Through the D.O.N.I. (Deep Understanding, Optimized Workflow, Natural Interaction, Intelligent Integration) four-pillar architecture, it understands your needs before you speak and exceeds your expectations after you give commands.
Yes. Doni is designed for "Intelligent Integration," seamlessly connecting with enterprise systems like ERP and CRM, transforming database data into conversational, queryable real-time intelligence—not an isolated island.
Doni features multilingual support capabilities, breaking language barriers to make cross-border communication and data translation simple. Actual supported languages can be adjusted based on enterprise needs and deployment plans—please contact us for details.
Doni is suitable for various roles: Managers can quickly generate decision reports and trend analyses; Developers can get code debugging and optimization suggestions; Creators can spark inspiration and generate headlines and copy. It switches thinking modes based on scenarios, handling both rigorous data and creative content.
Visit the "Doni AI" product page through the homepage or menu for details, and contact the Ze Yu team via "Contact Us" or "Free Consultation." We'll provide suitable implementation plans and demos based on your company size, existing systems, and use cases.
Feature Highlights
D.O.N.I. Core Engine (AI Assistant)
Web / MobileSemantic understanding, not keyword matching.
Features contextual memory and multi-turn conversation capabilities, executing cross-department commands precisely—not just a Q&A bot.
Dynamic Scenario Permissions (Access Control)
All PlatformsNot just hierarchical, but contextual.
System dynamically filters sensitive information based on user identity and conversation content, ensuring AI says what it should and keeps what it must.
Private Cloud Vault Architecture (Encryption Security)
All PlatformsMilitary-grade data isolation, ISO-27001 compliant.
Enterprise private deployment logic ensures your data never becomes training fuel for public models. End-to-end encrypted transmission, compliant and secure.
Native CRM Integration (Customer Management)
Web / MobileMaking data speak.
Access customer journey directly in conversation without switching windows. Supports natural language queries (e.g., "Who bought the most last quarter?").
Super Note (Note-taking)
Web VersionThe last mile from conversation to documentation.
AI voice assistant providing real-time recording and audio-to-text conversion, with one-click transformation of AI conversations into structured documents. Supports Markdown and real-time collaboration—the best vessel for knowledge crystallization.
Smart Calendar
Web / MobileNot just recording, but your secretary.
Proactively detects time intent in conversations, automatically identifies conflicts, and suggests optimal time slots for true automated scheduling.
Active Knowledge (Document Library)
Web VersionA living knowledge base.
Uploaded PDF, Word, Excel, CSV, PowerPoint, plain text, Markdown, and even image files are no longer dead files—Doni reads and understands their content, becoming your reference for internal regulations or technical documentation anytime.
Global Command Center (System Admin/Org Chart)
Web VersionVisualized organizational structure.
Intuitive management of organizational structure and member review. Managers can monitor AI resource usage and security logs in real-time through the backend.
LINE AI Customer Service (B2C E-commerce)
LINE IntegrationLLM multi-turn dialogue, beyond FAQ.
Integrates with LINE Official Account, providing 24/7 AI customer service. Features contextual memory, smart intent classification, and RAG knowledge-driven precise responses. Supports order inquiries, return/exchange guidance, shipping and payment Q&A. Automatically suggests human agent transfer when unable to resolve.
Product Restock Notification (LINE Push)
LINE PushProactive service, never miss a lead.
AI automatically detects product demand during conversations and proactively offers restock notification sign-up. Admin dashboard supports single or batch push notifications with complete audit trails including recipient, content, timestamp, and operator. Multilingual admin interface for global team collaboration.
Want to learn how Doni applies these features to your specific industry?
Book a 30-Minute Deep Dive DemoWe'll reveal more advanced applications for you.
Doni AI vs. Cloud AI Solutions
Doni AI and cloud AI services like ChatGPT, Copilot, and Gemini are fundamentally different products. Cloud solutions offer general-purpose AI capabilities, while Doni AI is a private, enterprise-tailored intelligent assistant. The key differences lie in data security, system integration, and customization:
| Comparison | Doni AI | ChatGPT / Copilot / Gemini |
|---|---|---|
| Deployment | On-premises (Client datacenter / Private cloud) | Public Cloud (SaaS) |
| Data Sovereignty | 100% enterprise-controlled, data never leaves | Data sent to overseas API servers |
| AI Model | Local LLM, offline capable | Cloud API dependent, requires internet |
| Enterprise Knowledge Base | RAG private knowledge base | Requires additional purchase or self-built |
| System Integration | Native ERP / CRM / Database integration | Closed ecosystem or requires custom development |
| LINE CS Integration | ✓ Native LINE Official Account integration | ✗ Requires custom development |
| Multi-turn Dialogue | ✓ Context memory + Intent classification | ✓ Basic multi-turn dialogue |
| Voice Assistant | ✓ Speech recognition + TTS + Auto speaker identification in meetings | Partial support or add-on required |
| Document Understanding | ✓ PDF / Word / Excel / CSV / PowerPoint / Text / Markdown / Images | ✓ Limited support |
| SSO Integration | ✓ Enterprise SSO supported | Supported in some plans |
| Smart Calendar | ✓ Auto-detect time intent in conversations & schedule | ✗ Requires third-party calendar |
| Super Note | ✓ One-click AI conversation to structured docs, real-time collaboration | ✗ Not available |
| Customization | Fully customizable (UI, workflows, permissions, API) | Limited to plan features |
| Pricing Model | One-time deployment, no API usage fees | Per-usage / Per-seat billing, ongoing costs |
| Security Compliance | Compliant with local regulations, auditable | Requires additional compliance assessment |
| Restock Notification | ✓ AI auto-collects demand + LINE push | ✗ Not available |
| Dashboard | ✓ Real-time data dashboard + CRM daily smart analysis | ✗ Not available |
| CRM Management | ✓ AI tactical analysis & interaction timeline | ✗ Requires third-party CRM |
| Access Control | ✓ Dynamic scenario permissions, context-aware filtering | Basic role hierarchy |
RAG Stress Test Report
Simulated dataset background — Doni AI RAG stress test
Company profile
- Name: Deyi Precision Electronics Co., Ltd. (fictitious)
- Industry: Electronic components manufacturing (precision connectors, power management modules, passive components)
- Scale: ~280 employees, annual revenue approx. NT$1 billion
- Locations: Taiwan (Taoyuan), with possible partner plants in mainland China or Southeast Asia
- Departments: Sales, production control, procurement, QA, warehousing, HR, finance, IT, EHS, R&D, etc.
- Systems: ERP deployed; Doni AI knowledge base
Document categories
- Corporate policies: 41 documents
- Operations documents: 31 documents
The Doni AI knowledge base (RAG) was tested across multiple enterprise document types and scenario question sets, with latency and concurrency stress testing completed. The link below opens the full HTML report with accuracy, latency distribution, and performance data at each concurrency level for technical evaluation and rollout planning.
Opens in the browser with charts and detailed tables.
DoniClaw Product Introduction
DoniClaw is the built-in intelligent office assistant in Doni AI. Use natural language to delegate everyday office tasks—all workflows and enterprise data stay in your self-hosted environment. Developed natively by Ze Yu’s engineering team to meet security and data-protection requirements, DoniClaw works seamlessly with Doni AI.
(1) Features & descriptions
| Feature | Description |
|---|---|
| Conversational assistant | Multi-turn dialogue with context; decides the next step from your intent—look up data, calendar, create events, CRM, or email. |
| Enterprise knowledge Q&A | Retrieves relevant content from company documents and the knowledge base—ideal for leave rules, internal processes, and policy questions that must follow company sources. |
| Calendar | Query schedules for a future period; create events from natural-language time and topic; help avoid slot conflicts. |
| CRM accounts & contacts | Search companies and contacts in plain language so sales and back-office stay aligned on customer information. |
| Summarize inbox highlights, browse by criteria, and draft or send messages with tone and signatures tuned to your organization. | |
| Presentations | From a topic, outline, or existing material (e.g. meeting notes, project briefs), help produce slide content and structure—less time formatting and ideating from scratch. |
| Web UI | Built into the Doni AI web menu after sign-in; rich-format replies for tables and lists. |
| Administration & operations | Admins can review usage overview, conversation sessions, and tool usage to support adoption and operations. |
(2) Comparison with OpenClaw
| Aspect | OpenClaw | DoniClaw |
|---|---|---|
| Product role | General-purpose “agent framework” focused on wiring many external tools and channels; users or developers assemble scenarios. | Enterprise office assistant built into Doni AI, aimed at knowledge base, calendar, CRM, email, and presentations—daily office workflows out of the box. |
| Model & cost | Often requires cloud LLM APIs and ongoing token spend; cost and governance grow quickly at scale. | Planned as one stack with Doni AI; run assistant capabilities in your environment without per-token cloud bills—usually lower TCO than cloud-API-heavy setups over time. |
| Enterprise systems | Extra integration work for internal systems and accounts; depth depends on project investment. | Same accounts, permissions, and data modules as Doni AI—works with existing office data immediately. |
| Data & deployment | Often spans multiple clouds and tools; enterprises must define their own security boundary. | Fits self-hosted / on-premises narratives; data and compute can stay under enterprise control. |
| Ease of use | Technical teams need familiarity with the ecosystem and extensions. | Employees use the same web conversation experience as Doni AI. |
| Common ground | Both turn conversation into a driver of work—not just chat. | |
OpenClaw is often “framework + cloud LLM pay-per-use.” DoniClaw is “built into Doni AI, self-hosted compute first,” avoiding cloud API procurement and token invoices—with a very different cost profile at large or long-running scale.
(3) Benefits with Doni AI
-
One place for many tasks
No more copy-paste across tools—policies, customers, calendar, replies, and decks live in one product experience.
-
Knowledge linked to business data
Knowledge base, customers, and schedules connect so answers align with real company data—not an isolated chatbot.
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Single rollout & governance
Accounts, permissions, and admin consoles match Doni AI; IT maintains one environment for company-wide assistant capabilities.
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Consistent brand & positioning
DoniClaw reinforces Doni AI’s story of intelligent enterprise work and local-first deployment—not only document lookup, but getting work done (including deliverables like decks).