Singapore-based AI experts
AI that finds answers across your business
We build reliable assistants that search across your docs, systems, and knowledge base - so teams move faster and customers get accurate support instantly.
Services
End-to-end delivery
From discovery to production, we deliver AI assistants grounded in your knowledge—built to be fast, secure, and reliable.
RAG Strategy & Discovery
Define the use case, success metrics, and retrieval approach (sources, latency targets, governance, and evaluation plan).
Data Connectors & Ingestion
Connect to your systems (SharePoint, Confluence, S3/GCS, databases, APIs) with chunking, deduping, PII handling, and versioning.
Retrieval & Relevance Tuning
Design and tune retrieval for accuracy and cost—hybrid search, reranking, filtering, and relevance testing.
Agent Workflows & Guardrails
Orchestrate multi-step workflows with tool use, permissions, and safety boundaries—fully traceable and debuggable.
Product UX for Adoption
Fast chat/search experiences with streaming, citations, and feedback—so users trust results and keep using it.
Production Hardening
Evals, monitoring, alerting, and runbooks—plus handover docs so your team can operate it with confidence.
Deployments in your environment (cloud/VPC) with SSO/RBAC where required.
We deploy into your cloud or VPC and integrate with your existing identity and access controls, including SSO and role-based permissions. Your data stays within the boundaries you define, with auditing and secure access patterns suitable for production teams.
About
Senior engineers. Product-minded delivery.
Singapore-based builders with deep experience shipping and operating production software.
Who we are
AI engineers and full-stack developers who build systems that scale—designed for reliability, maintainability, and real user adoption.
Our philosophy
Start with the user journey and measurable success criteria, iterate in small releases, then harden with evaluation, monitoring, and security so it holds up in production.
How we work
We embed with your team, communicate clearly, and deliver in weekly milestones—so value lands early and you maintain full visibility from scope to rollout.
Trusted by
Clients all over the world
“...a very talented developer, handling both complex back end database work and front end user experience. I wouldn't hesitate to recommend him for any project going forward.”
Ben Leftwich
Vice President Marketing at Dart
Technology
Tools we ship with
Python
Backend, data pipelines, and AI glue code.
LangChain & LangGraph
Agent workflows, tools, and guardrails.
React
Fast, polished chat and internal tooling UX.
Vector DBs
High-relevance retrieval at scale, tuned for cost/latency.
MongoDB Atlas
Managed app data with production-ready ops.
OpenAI
Production LLMs and embeddings for real products.
Anthropic
Strong reasoning models with safety-first defaults.
Google Gemini
Multimodal models in the Google ecosystem.
Azure
Enterprise deployments with governance and identity.
AWS
Scalable infrastructure for services and pipelines.
GCP
Cloud Run/Vertex-friendly deployments and data services.
Let’s Talk?
Let’s make something awesome together
Email or book time - we’ll respond quickly.
