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Service 01 · AI Integration

We wire AI into the
systems you already run.

Not a chatbot bolted on. Not another SaaS subscription. A real AI layer embedded in your operations — one that reads your data, makes decisions, and acts. While your team focuses on work that matters.

What it actually means

“Using AI” is not the same as AI integration

Pasting content into ChatGPT is using AI. Integration is when AI becomes an active participant in your operations — reading your CRM, querying your inventory, submitting your forms, escalating when needed, and doing this thousands of times a day without supervision. That's what we build.

Agentic AI

Agents that decide, not just answer

A scripted bot follows a flowchart. An agent reads context, selects tools, takes actions, and escalates appropriately. The difference shows in the 20% of cases that break the script.

RAG & Memory

AI that knows your business

We connect models to your knowledge base — documents, FAQs, policies, past interactions — so responses are grounded in your actual data, not generic training.

Pipeline Automation

Multi-step workflows, automated end-to-end

From data extraction to form submission to compliance reporting. We identify every manual handoff in your pipeline and replace it with an AI step that runs reliably at scale.

Three offerings

How we deliver AI integration

Offering 01

Agentic Chatbots

24/7 AI that handles the 80% so your team can own the 20%

Most customer queries are repetitive. Booking confirmations. FAQ responses. Order status. Complaint triage. A well-built agentic chatbot handles all of these — not by following a script, but by understanding intent, querying your live data, and responding with your brand's voice. When something needs a human, it escalates intelligently, with full context attached.
Intent recognition beyond keywords
Live data integration (CRM, inventory, orders)
Intelligent escalation with context handoff
Custom persona & brand voice alignment
Analytics on every interaction
Offering 02

Enterprise Operations Pipelines

The manual work you do thousands of times — we automate it once, completely

Every organization has workflows that are fundamentally data transformation tasks dressed up as jobs. A human reads a document, extracts data, re-enters it somewhere else, generates a report, submits a form. We map your pipeline, identify every manual step, and build an AI system that runs it end-to-end. Case: Haitui Fisheries Group. Their catch-to-compliance pipeline had 14 manual handoffs. We built a unified AI operations platform: automated catch data extraction, a compliance agent that pre-fills regulatory submissions across 3 governing bodies, and a dispatch AI that optimizes routing using historical and real-time sea data. Hours of daily manual overhead — gone.
Full pipeline mapping & automation audit
Document extraction & data normalization
Compliance reporting agents
Route & resource optimization
Conflict-resilient sync for offline operations
Offering 03

Community & Social Impact AI

AI that reaches the people it was never supposed to reach

Not every AI project happens in a glass office. We built four AI systems for rural communities in China with limited infrastructure, minimal tech literacy, and no existing institutional support: • Agricultural Compliance Assistant: guides smallholder farmers through subsidy applications in plain Mandarin — no legalese, no portal training required. • Smart Elderly Care Agent: monitors health anomalies and alerts family members without requiring the elderly user to own a smartphone. • Child-Care Matching Platform: connects families to available childcare in villages with no formal kindergarten infrastructure. • County Income Growth Advisory: identifies micro-economic opportunities at township level using demographic and agricultural data.
No-infrastructure-required deployment
Plain-language interfaces for low-literacy users
Health & welfare monitoring agents
Agricultural subsidy & compliance navigation
Economic opportunity identification

How we work

From discovery to deployment

01

Discovery

We map your current workflow end-to-end and identify every manual step, bottleneck, and integration point.

02

Architecture

We design the AI layer — which models, which tools, how data flows, where humans stay in the loop.

03

Build

We build and test iteratively, starting with highest-impact automations and expanding outward.

04

Deploy

We handle integration with your existing systems — no forklift replacements required.

05

Monitor

Ongoing analytics, quality checks, and refinement. AI systems need care after launch.

What would you automate if you could?

Tell us about the workflow. We'll tell you what AI can do to it.

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