✨ Tailored AI. Real Execution.

The Custom Agent Harness. AI execution in every channel.

A tailored, enterprise-grade Agent Harness. Bridge the gap between frontier LLMs and your daily workspace. Trigger complex workflows with a single prompt. Dedicated agents navigate disconnected systems, crush data silos, and get real work done.

Philosophy

Cultivate a Native Digital Workforce

Move beyond rigid workflow orchestration. We build autonomous AI agents capable of independent reasoning, strategic planning, and rigorous execution—empowering your enterprise to transform AI tools into true digital assets.

Build Your Dedicated Agent Team

We deliver more than isolated assistants; we build a highly orchestrated Agent Team tailored to your enterprise. Through intelligent routing and specialized division of labor, multiple expert agents collaborate seamlessly like a swarm. This powerful network effect empowers them to conquer the most complex, cross-functional workflows concurrently.

Decoupled Foundation & Omnichannel Compliance

A minimalist architecture isolates the LLM's cognition from underlying execution noise, guaranteeing stability for long-running tasks. This foundation breaks down silos, allowing your Agent Team to navigate omnichannel workflows, while built-in AI compliance and data redaction form an impenetrable security shield.

Core Technology Stack

Decoupled Architecture & Heterogeneous Runtime

Logically isolates the LLM's cognitive reasoning from underlying execution. LLMs focus purely on intent parsing, while a robust Python/TS/Rust hybrid runtime handles asynchronous I/O. Strips away network noise to guarantee 100% stability for complex, long-running tasks.

Case Studies

Real scenarios, actual results, creating value for customers

Retail & Consumer Goods

Omnichannel Business Insight Agent

A strategic think tank for decision-makers. It fuses complex, multi-modal data across silos to deliver instant Chat BI visual insights. By learning your exclusive analytical perspectives, it builds a 'proprietary business memory' to ensure every decision aligns with your corporate DNA.

Heterogeneous Data FusionChat BI EngineSelf-evolving Memory
Global Retail & Finance

Automated Reconciliation Agent

Break down system barriers with Agentic ETL. It extracts data from heterogeneous statements to execute three-way cross-reconciliation (Store-Mall-HQ) within a zero-trust sandbox. Eliminate compliance blind spots and elevate your finance team to strategic analysis.

Agentic ETLMultimodal ParsingZero-trust Security
Industrial & Global Trade

Intelligent Pre-sales & Auto-Quoting Agent

Integrates ERPs with supplier graphs to parse non-standard omnichannel inquiries. It executes complex technical selections, taps into real-time inventory, and generates structured PDF quotes in seconds. Transform heavy pre-sales labor into a 24/7 automated conversion engine.

One Gateway HubIntent ParsingEnd-to-end Automation
Digital Gov & Think Tanks

Macro-Policy Decision Agent

Tailored for core think tanks. Integrating over 100 global data sources, it leverages Deep Research architecture and AI reasoning to cross-reference massive datasets, automatically generating strictly-cited policy evaluation briefs.

Deep ResearchLarge-scale Data FusionAdvanced Reasoning
Consumer Goods Supply Chain

Sales-Supply Synergy Agent

Parses heterogeneous product semantics to map differentiated front-end sales descriptions to ERP SKUs. It monitors the production-sales pipeline, proactively attributing inventory anomalies and pushing approval cards for closed-loop self-healing.

Cross-system SKU MappingHuman-in-the-LoopClosed-loop Self-healing
Smart Buildings & IoT

IBMS & Predictive Maintenance Agent

Integrates with IBMS sensor networks to analyze energy time-series data and issue optimal saving commands. It uses predictive telemetry to flag maintenance needs and automatically dispatches repair schedules for low-carbon building operations.

Time-series AnalyticsCustom Skills MatrixPredictive Scheduling