ENTERPRISE AGENT ARCHITECTURE

Full-Stack Proprietary Orchestration: Connecting Mission-Critical Enterprise Systems with Wenquxing LLM & Richinfo LLM

StepOne Voice, StepOne GEO, Open-Skill Telephony, StepOne SCRM Agent for WeCom, and StepOne Analytics share a unified Agent Runtime, asynchronous tool-calling bus, and closed-loop model evaluation — supporting high-availability multi-tenant cloud and Domestic IT (XinChuang) on-premise deployments.

5-LAYER RUNTIME STACK

StepOne 5-Layer Agent Development & Runtime Architecture

01 · AI Business Applications & SkillsFor Enterprise Teams, Channel Partners & Developers
StepOne Voice PlatformOutbound AI · 24/7 Support · 100% QA
StepOne GEO & Partner SystemEnterprise Facts · AI Citations · Partner Portal
WorkBuddy / OpenClaw Phone SkillOne-Click AI Phone Task Assistant Invocation
WeCom (Enterprise Messaging) Private-Domain SuiteUnified Reception · Auto-Tagging · Sales Copilot
StepOne Analytics SuiteUnified Customer View & Attribution
02 · Collaborative Agent & Workflow RuntimeShared Authorized Customer Context
Voice AI Agent
6 Specialized GEO Agents
Open-Skill AI Phone Task Assistant
Private-Domain Operations Agent
StepOne Analytics Agent
Full-Volume QA Agent
Workflow Orchestration Agent
03 · Task Directive & Protocol Bus (MCP & Tool Calling API)Standardized Business Action Primitives
StartCall (--confirm Gated Outbound)
Seamless Summary-Attached Human Handoff
Diagnose · Answer Auditing
Generate · Evidence-Backed Authoring
Publish · Source Archival
Reply · Grounded Knowledge Q&A
Tag · Standardized Taxonomy Tagging
Writeback · CRM & Ticket Sync
04 · Capability RouterEnterprise-Grade Reliability & Governance
Omnichannel Routing
Wenquxing / Richinfo / Heterogeneous LLM Router
Short- & Long-Term Session Memory Router
Permission-Scoped Tool Router
Multi-Tenant Isolation (IAM)
Circuit Breakers, Graceful Fallback & Canary Rollouts
05 · Dual Proprietary LLM Foundation & Safety Guardrail PoolEnd-to-End Observability & Compliance Encryption
LLM Foundation:StepOneAI's proprietaryWenquxing LLM + Parent CompanyRichinfo LLM + Multi-LLM Orchestration
Streaming Voice:VAD / AEC / NS / Streaming ASR / Low-Latency Expressive TTS / Natural Barge-In
Knowledge & Memory:Source-Backed Knowledge Base / Controlled RAG / Unified Customer ID Memory
Security & DevOps:--confirm Call Gate / Prompt-Injection Defense / Masking & Encryption / Prometheus
Core Engineering Breakthrough · Async Tool Calling

Live Asynchronous Tool Calling: Zero Dead Air While Querying Backend Systems

Traditional Agents often suffer multi-second dead air when querying external ERP/CRM APIs. StepOneAI's non-blocking asynchronous runtime executes backend tool lookups concurrently while maintaining natural conversational engagement—seamlessly weaving results into context the moment they return.

1. Engage & Converse
Respond naturally first while triggering scoped backend order lookups asynchronously
2. Context Re-Injection
API responses automatically inject into live context to continue confirmation
3. Audited Writeback
Full latency & anomaly observability with automatic ticket writeback
Model Engineering · Closed-Loop Evaluation for Wenquxing LLM & Richinfo LLM

Continuously Engineered Around Precision Hearing · Grounded Answers · Natural Fluency

Powered by StepOneAI's proprietaryWenquxing LLMand parent company RichinfoRichinfo LLM, combining authorized enterprise data and real historical conversations to build hard-case pools, negative-example guardrails, and regression testing—supporting canary validation and seamless migration in on-premise environments.

Precision Hearing
High-accuracy recognition for domain jargon and product SKUs
Grounded Answers
RAG Factual Grounding & Compliance Guardrails
Natural Fluency
Contextually natural phrasing tailored to real-world service scenarios
FLEXIBLE INTEGRATION

Six Flexible Integration Modes Across Business Teams, Web Embeds & Developers

01 · Turnkey Cloud Console

Log straight into the StepOne Voice Console or StepOne GEO Client/Partner Portals with zero infrastructure overhead.

02 · One-Line Web Widget Embed

Just like the widget in the bottom-right corner of this page, drop a single Embed snippet into your website or store for dual-mode text and live voice AI support.

03 · Plug-and-Play WorkBuddy & OpenClaw Skills

Search 'Phone Assistant' in Tencent WorkBuddy or run one openclaw CLI command to connect your desktop Agent to real China phone lines.

04 · Legacy Call Center Protocol Integration

Standards-based compatibility with Genesys, mainstream CTI call platforms, and MRCP—preserving existing telecom and seat investments.

05 · PaaS Atomic APIs & Event-Driven Orchestration

Invoke streaming voice, tagging, and analytics capabilities via REST, WebSocket, and SSE APIs, automatically triggering tasks from CRM events.

06 · Air-Gapped Intranet & Huawei Ascend Sovereign IT / Xinchuang Appliance

Supports offline data-center deployment, Huawei Ascend (Rich AIBox) compute adaptation, and custom vertical business plugins.

One Unified AI Agent Suite · A New Paradigm for Omnichannel Enterprise Customer Operations

Powered by StepOneAI's Wenquxing LLM and parent company Richinfo's RichAI LLM, empowering marketing, sales, support, and operations teams to collaborate around a unified customer profile. Launch the console now or book a tailored demo.

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