I Built Singapore’s First AI-Agent-Ready Family Discovery Platform. Here’s What I Learned.

1. Why being online doesn’t mean being found

As a dad in Singapore, I kept asking a simple question: what can we do with our child? There was no shortage of places, events or courses. Finding a suitable option for a particular age, day and location was the harder part.

A family might know your venue without knowing about its upcoming workshop. They might be looking for a class without knowing any organiser’s name. Information spread across websites, booking pages and social posts makes that search harder.

For organisers: your individual activities deserve to be discoverable, not just your organisation’s name. A specific listing gives families a clearer route to the programme that suits them.

2. The small details that help families choose

“Toddler class” sounds helpful until a parent needs to know whether a 20-month-old can join, whether an adult must attend and what the visit will cost.

Working on Family Atlas has repeatedly brought us back to details like these. A timetable and a programme page can give different age ranges. A published ticket price may leave questions about accompanying adults. A venue’s opening hours are not necessarily the times of a particular activity.

These are not minor gaps when a family is deciding where to go.

For organisers: accurate ages, dates, prices and participation rules help parents decide whether your offer fits. Keeping individual classes and events current matters as much as maintaining your organisation profile.

3. Why AI needs better activity information

When parents ask ChatGPT, Gemini or another general-purpose assistant for ideas, the answer can be useful and polished. But a plausible shortlist is not necessarily a comprehensive view of relevant activities. Individual courses, time-specific sessions and less prominent options can be missed.

The issue is partly about what information the assistant can retrieve and interpret. Family Atlas does not aim to be a better language model. It aims to provide a more useful source of information for this particular task.

The assistant stays the same. The information it can work with changes.

There are two ways this matters:

• Families searching directly: parents use Family Atlas to explore activities by age, area, date and interests, then continue to your own enquiry or booking link.
• Families using a connected AI agent: a compatible agent can consult structured activity information rather than relying only on scattered descriptions.

Family Atlas provides an activity-search API and an MCP interface designed for compatible agents. These interfaces make records available in a consistent, machine-readable form. They do not automatically connect ChatGPT or Gemini to the platform.

For organisers: maintaining a useful listing supports discovery on the website today and prepares your information for compatible AI tools that actually use the catalogue.

4. What happens when important details are missing?

One of the most important lessons is that missing information must not quietly become a confident recommendation.

An unconfirmed age range is not evidence that an activity suits every child. An advertised price is not always a confirmed total for the whole family. An event appearing on a date does not establish that tickets remain available.

A useful system needs to distinguish confirmed details, missing information and conflicting sources. Source references and the currency of information matter alongside the information itself.

For organisers: reviewing your listing helps resolve uncertainty at its source. You know your current programmes and conditions best. Claiming your existing entry lets you maintain those details directly, rather than leaving families to piece them together.

5. What it takes beyond building the website

AI has helped make software development faster. But building the interface is only part of the work. Keeping information current, protecting management access, testing changes and checking what is actually published all matter to the service families receive.

That has shaped how I think about Family Atlas: the catalogue, the checks and the organiser’s ability to maintain information are as important as the visible website.

For organisers: the aim is a useful additional channel that fits alongside your existing business, with enquiries and bookings continuing directly with you.

6. What this means for your marketing

Whether Instagram is your main channel, you do not have a standalone website, or you want new families to discover particular classes, Family Atlas gives your activities another place to be found.

Specific upcoming dates and trial sessions are also more useful to families than a general description of your business. They let people see which options fit their plans. You continue to confirm availability and bookings yourself.

Learn how to add and manage your activities.