One-stop Solution
For Tailored AI Services
ThinkCol is an artificial intelligence and data science consultancy that creates customized AI Machine Learning/LLM solutions. Based in Hong Kong and Singapore since 2016.
100+
AI Solutions Delivered
30+
Listed Companies
20+
Industries Served
Trusted Partners
Our Clients
Our Services
What Services does ThinkCol offer?
Our AI Capabilities
Agentic AI
- Autonomous agents
- Tool use
- Decision orchestration
AI Harness
- RAG
- Tools
- Orchestration for reliable AI workflows
ML Ops
- Model lifecycle
- CI/CD
- Monitoring
- Operational excellence
Natural Language Processing
- Text understanding
- Generation
- Semantic modeling
Vector Engineering
- Embeddings
- Vector search
- Similarity retrieval at scale
AI Guardrails
- Safety
- Content filtering
- Compliance
- Policy enforcement
Workflow Automation
- Intelligent automation of business processes and tasks
Predictive Analytics
- Forecasting
- Optimization
- Prescriptive insights
Featured Case Study
Text-to-SQL Across Fragmented Business Data
A retail organization operated across fragmented business systems where schema relationships and business rules existed primarily as tribal knowledge. Sales, inventory, supplier, and operational data were distributed across disconnected databases with limited documentation.
ThinkCol developed an agentic Text-to-SQL platform capable of autonomously navigating enterprise databases, discovering relationships between datasets, generating SQL queries, validating outputs through an evaluation engine, and transforming results into actionable business insights.
Outcome
- Reduced dependency on technical teams
- Faster access to operational insights
- Increased confidence through automated validation
- Improved visibility across disconnected systems
- Self-improving query generation workflows
How Is ThinkCol’s Solution Unique?
No general-purpose AI can autonomously navigate a company's fragmented legacy databases, decide which tables to join, and evaluate the accuracy of its own output. ThinkCol's agent is built around this organization's own schema and business rules, verifying every query before it becomes an insight.
Ecosystem
Cloud & AI Partners

ThinkCol is recognized as an AWS Partner and an AWS Authorized Commercial Reseller. ThinkCol has been the first company in Hong Kong to attain Generative AI Competency, specifically designed to recognize partners with exceptional capabilities in implementing generative AI technologies. In 2024, ThinkCol was awarded the Rising Star Partner of the Year — Consulting by AWS and has conducted 15+ sharing sessions with AWS.

ThinkCol maintains a strong partnership with Microsoft, specializing as a Microsoft Solution Partner in Data & AI. The collaboration enables ThinkCol to leverage advanced cloud technologies and Microsoft support, ensuring high-quality service delivery. ThinkCol has also conducted 5+ sharing sessions with Microsoft.
Frequently Asked Questions
ThinkCol is an enterprise AI and data science consultancy based in Hong Kong and Singapore, with over 10 years of experience helping organisations design, build, and deploy custom AI solutions. Our work spans four core service areas: Agentic AI, Intelligent Search, Machine Learning, and AI Platforms. We partner with clients across retail, finance, healthcare, logistics, government, and education to deliver secure, production-ready AI solutions — not just proofs of concept.








