iwstudio
Now accepting Q3 projects

We build AI-powered products that work in the real world.

We help companies turn AI into usable products — chatbots, automation, data intelligence, and custom workflows — securely and at scale.

Vector DB Ops

AI Services

We focus on reliability, security, and maintainability — not demos that break after launch.

PRODUCTION-READY SYSTEMS
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AI Product Design

User-centric AI interfaces focused on clarity and utility.

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LLM Apps

Custom language model applications built for your specific data.

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RAG Systems

Advanced retrieval-augmented generation & knowledge bases.

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AI Automation

Workflow efficiency tools that handle repetitive tasks.

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Scale & Deploy

Production-ready infrastructure and scaling strategies.

Who we work with

Boutique expertise for ambitious organizations.

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Startups

Rapid prototyping and MVP development for AI-first products. We help you move from idea to market in weeks, not months.

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SMEs

Internal process automation and data intelligence tools to streamline operations and unlock hidden insights in your existing data.

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Education & Content

Automated assessment platforms, personalized learning systems, and intelligent content management for modern media and HR teams.

Featured AI Work

Battle-tested solutions deployed in production.

AI Assessment Platform

Automatic grading and feedback system for a global education provider, processing 10k+ weekly submissions.

OpenAI GPT-5 Python Next.js
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Internal AI Assistant

Secure RAG-based chatbot for an enterprise, allowing employees to query internal documents safely.

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Content Automation System

End-to-end media pipeline that repurposes video transcripts into SEO articles and social clips.

Claude 4.6 AWS Lambda PostgreSQL

Engineering First

Our philosophy for building AI that stays in production.

01

Problem first, model second

We don't force AI where it doesn't belong. We analyze your bottleneck first, then select the right architecture.

02

Human-in-the-loop

We design systems that augment human talent, with clear intervention points for high-stakes decisions.

03

Private data stays private

Enterprise-grade security is the default. Your training data and queries never leak into public models.

04

Designed for failure states

Models hallucinate. We build guardrails, validation layers, and fallbacks to ensure system stability.

The Stack We Trust

LLMs

  • Google Gemini 3.1
  • OpenAI (GPT-5)
  • Anthropic (Claude 4.2)
  • Meta (Llama 3)

DATA

  • Pinecone
  • Weaviate
  • PostgreSQL / pgvector
  • MongoDB

FRONTEND

  • Next.js
  • React
  • Tailwind CSS
  • Framer Motion

BACKEND

  • Python / FastAPI
  • Node.js
  • LangChain / LlamaIndex
  • Redis

INFRA

  • Vercel
  • AWS / Google Cloud
  • Docker
  • Terraform
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Built by engineers, for engineers.

We are a small, senior team of product designers and AI engineers. We don't have account managers — you talk directly to the people building your product.

location_on Based in Hong Kong Working globally

Ready to build?

Share a few details about your vision, and we'll get back to you with a technical perspective on how we'd approach it.

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NDAs signed upfront

We prioritize your data security and IP from day one.

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48-hour response time

You'll receive a direct response from one of our technical leads.

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