Singapore · AI systems, built and run
Qlabs is a Singapore operator-who-builds practice. We embed with your team, pick the single decision that costs you the most when it's slow or wrong, and build the working system that fixes it — running in your operation by the time we leave, not sitting in a slide deck.
One decision. One loop. One measured delta.
What we hold to
Most AI projects fail the same way: they start with the technology, try to do everything at once, and never prove they changed a single number that matters. We work in the opposite order — and hold to four things that keep us out of that 95%.
The deliverable runs in your operation, not in a document. No maturity assessment, no vendor shortlist, no phase-two you have to staff and fund separately. One working loop that runs on Monday.
We baseline the process before we build — cycle time, cost per case, error rate — then prove the delta in your own numbers. Not "it feels faster." A before and after you can put side by side.
WhatsApp threads, call transcripts, emails, records — we record a lawful basis for every source before we touch it, minimise what we use, and can process it locally on our own hardware so personal data never leaves for a third party.
We design your team's self-sufficiency from the first week — your people learn the system, own the documentation, and run it without us. A good engagement ends with you needing us less, not more.
How an engagement runs
A full engagement moves through seven stages. The early ones are fast and inexpensive on purpose — they exist so we both find out quickly whether this is worth doing, before anyone commits to a build.
A short conversation: is there a sponsor with P&L authority, a real painful process, and a budget? If not, we say so.
We map how your business makes money and where time and money leak, then list a handful of candidate processes worth fixing.
Together we score the candidates and pick a single process to focus on — one decision, one owner, one number to move.
We measure the current state and inventory the data it needs, with a lawful basis recorded for every source. No baseline, no delta.
We build the working system inside your operation, on your real, messy data — in weeks, not quarters.
We run it live, compare against the baseline, and show the delta — then close the loop so the decision sharpens each cycle instead of going stale.
Your team takes the controls. We leave documentation and reusable parts behind — and one reusable artifact enters our own library.
Where to start
Four ways to engage, built to be taken in sequence — the output of one is the entry point of the next. But the ladder is front-loaded: commit to a small, fast first step, and only continue once the value is visible. WDG-anchored where you're eligible.
A decision census and a wedge scorecard. One decision, one owner, one number named, with a signed baseline plan. The diagnosis, not the build.
A working prototype on your real, messy data, run by the real owner — with the current-state baseline measured and signed first.
The prototype becomes a loop that sharpens each cycle. Adoption driven with your staff, delta measured against baseline, handover pack so you run it without us.
Light custody of the live loop — tuning, drift-watch, next-cycle improvement, next-wedge scouting. Capped by design. Not managed services, not a way to become indispensable.
Not sure it's a fit? The first step is a 30-minute fit check. If there's no fit, we'll tell you plainly — we only take on work we believe will pay for itself.
Proof, not pilots
This isn't theory. These are Qlabs-owned platforms running live in Singapore, each with agentic AI at the core — the same operator-who-builds model, in production, with the operator in the chair. The method that proves itself here is the method we bring to your engagement.
AI-powered two-sided marketplace for private tutoring.
Two-sided marketplace matching parents with verified tutors. Claude ranks candidates in real time, an autonomous Telegram agent fields subject questions inside a 400+ member community, and an orchestrated email-relay workflow takes a shortlist all the way to a paid lesson — without a human coordinator in the loop.
Web SPA · Telegram bot · email-relay · Stripe payments
AI content engine for international curriculum specialists.
Internal platform for curriculum specialists producing study materials for major international syllabuses. AI-powered worksheet generation produces structured, syllabus-aligned resources on demand. A catalogue of 18,000+ study resources — tagged, searchable, and organised by subject area — backs a growing international curriculum business.
Internal web platform · AI generation pipeline · React + FastAPI
Agentic operations platform for a Singapore education business.
One platform replacing an incumbent scheduling system and 15 spreadsheets across enrolments, scheduling, finance, and communications for a Singapore tutoring centre. Non-technical staff drive operations through a permissioned chat agent that books trials, records attendance, and processes invoices under explicit human confirmation.
Internal web app · scheduled Celery workflows · staff chat agent
Insights
Get in touch
Based in Singapore. The first step is a 30-minute fit check.
hello@qlabshq.com →