Generative AI Consultancy

Enterprise-Grade
Generative AI Solutions

We help enterprises build, secure, and scale Generative AI applications. From RAG Architectures to Autonomous Agents, we provide the engineering expertise to go from prototype to production.
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HK Based
Private GPU
Enterprise Ready

Enterprise Technology Stack

AWS Bedrock
Azure OpenAI
Google Gemini
Llama 3
Pinecone
LangChain
Docker
Kubernetes
Python
TensorFlow
OpenSearch
Terraform
Pydantic
AWS Bedrock
Azure OpenAI
Google Gemini
Llama 3
Pinecone
LangChain
Docker
Kubernetes
Python
TensorFlow
OpenSearch
Terraform
Pydantic
AWS Bedrock
Azure OpenAI
Google Gemini
Llama 3
Pinecone
LangChain
Docker
Kubernetes
Python
TensorFlow
OpenSearch
Terraform
Pydantic
Education First AI

Redefining the
Classroom Experience

Our core mission is to scale high-quality education. We build FERPA/COPPA compliant AI tools that assist teachers with administrative burdens and provide students with personalized learning paths.

For Teachers

Focus on teaching, let AI handle the rest.

Rubric-Aligned Grading

Upload your HKDSE/IB rubrics. The AI grades essays with 95% alignment to senior examiners.

Curriculum Generation

Generate weekly lesson plans, quizzes, and slide decks from a simple topic prompt.

AI Grading Assistant
Student SubmissionHistory Essay

"The Industrial Revolution was a period of major industrialization... it had positive effects like better goods, but negative effects like pollution."

AI Analysis
Thesis Statement:8/10 (Good, but lacks specific dates)
Evidence Usage:6/10 (Needs primary sources)
Feedback: "Strong start! To improve your score, try citing specific inventions from the 18th century. Consider the impact on urbanization as well."
Generative Document Workflow

Ingest

Email / Upload

Extract

OCR + LLM

Validate

Business Logic

Sync

Update ERP

Sync Successful
ID: INV-2024-001
{
  "vendor": "TechSupply Co.",
  "invoice_id": "INV-2024-001",
  "date": "2024-05-12",
  "line_items": [
    {
      "item": "H100 GPU Cluster",
      "qty": 2,
      "unit_price": 25000,
      "total": 50000
    },
    {
      "item": "Rack Mount Kit",
      "qty": 2,
      "unit_price": 500,
      "total": 1000
    }
  ],
  "subtotal": 51000,
  "tax": 5100,
  "total": 56100,
  "currency": "USD"
}
Enterprise Automation

B2B
Workflows

Streamline your back-office operations. We replace manual drudgery with intelligent agents. From invoice processing to complex workflow orchestration, we connect your unstructured data to your structured systems.

Intelligent Document Processing

Stop manual data entry. We extract structured data from PDFs, Images, and handwritten forms with 99% accuracy.

Generative Quote-to-Cash

Auto-convert signed quotations into invoices, and invoices into receipts upon payment confirmation.

Contract Analysis & Legal Ops

Automatically review NDAs and MSAs against your company playbook. Highlight risks and deviations instantly.

Our Expertise

Comprehensive AI
Capabilities

We provide end-to-end services from strategic advisory to deep technical implementation.

Architecture

Scalable RAG & Agent blueprints.

MicroservicesEvent-DrivenHybrid CloudRAG Pipelines

Agents

Autonomous task execution.

LangGraphReAct LogicTool Use

Engineering

LLMOps & Integration.

CI/CDEval SuitesObservability

Governance

Responsible AI Frameworks.

ISO 42001Bias DetectionAudit LogsModel Cards

Private Cloud

On-premise LLM deployment.

Air-gappedH100 ClustersLlama 3

Security

Red Teaming & Guardrails.

Red TeamingPrompt InjectionPII RedactionZero Trust
Methodology

From Concept to Scale

Our engineering-driven process ensures rapid delivery without sacrificing quality.

Phase 01

Discovery

We audit your data readiness and define high-impact use cases with clear ROI targets.

Phase 02

Prototyping

Rapid development of a functional PoC in 2-4 weeks to validate technical feasibility.

Phase 03

Production

Hardening the system with security guardrails, eval pipelines, and scalable infrastructure.

Phase 04

Operations

Continuous monitoring, fine-tuning, and knowledge transfer to your internal team.

Enterprise Grade

We Don't Just Build. We Engineer.

AI in production is different from a notebook demo. We obsess over **Latency**, **Cost**, and **Safety**. Explore our engineering hubs to see how we handle LLMOps, Quality Assurance, and Security.

Industry Solutions

Vertical-specific AI implementations tailored to unique compliance and operational needs.

Education

AI tutors, auto-grading, and personalized learning paths.

Socratic Tutors

AI that guides students to answers via questioning, not just telling.

Auto-Grading

Instant feedback on essays based on HKDSE/IB rubrics.

Content Gen

Create quizzes, lesson plans, and flashcards from textbooks instantly.

Secure by Design

Enterprise-grade security built-in from day one.

User Centric

Designed for the end-user experience.

High Performance

Optimized for speed and scale.

Future Proof

Built to adapt to evolving AI technology.

Live AI Demonstrations

Experience our core capabilities in real-time. Select a module below to run a simulation.

Context: You have access to a secure internal Knowledge Base containing proprietary SLAs and support policies.
Cost Estimation
System Logs & Traces
System Ready. Waiting for input...
ROI Calculator

Calculate
Value

Estimate the potential return on investment for your AI initiatives.

Efficiency Gains
Calculate potential savings.

Average for knowledge workers is ~5-8 hours.

Annual Savings
$780,000
Monthly
$60,000
ROI
1460%
Success Stories

Real World Impact

See how we've helped organizations transform their operations with AI.

View All Case Studies

Automated Underwriting

FinTech / Insurance
Challenge

Manual extraction from PDF claims.

Solution

Multi-Agent extraction & validation.

Result

75% faster processing.

Logistics Dispatcher

Supply Chain
Challenge

Typhoon routing difficulties.

Solution

Weather-aware Agent routing.

Result

22% better on-time delivery.

Compliance Auditor

Legal Tech
Challenge

High volume contract review.

Solution

RAG against regulations.

Result

200+ hours saved per audit.

Ready to Deploy
Real AI Solutions?

Stop wasting time on endless POCs. Partner with React Digi to build secure, scalable, and production-ready AI architectures today.

Emailhi@react.hk
Phone+852 2328 6328
Whatsapp+852 9445 8328
LocationKowloon, Hong Kong