Building a school operations platform - and knowing when to stop.

We validated the problem with more than 50 schools before building. The harder lesson was that confirming a problem and getting an institution to adopt the fix are different questions.

RoleFounder · Product and Design
CompanyScool Panda
TimelineJan 2024 - Aug 2025
Team10-person distributed development team
Connected parent, teacher, and administrator ecosystem.
50+schools interviewed
10developers managed
3connected user groups
01 / CONTEXT

The product and operating context

As a parent, I saw school communication scattered across calls, paper diaries, messaging apps, and one-off notices.

02 / THE PROBLEM

The problem behind the request

Schools agreed the communication problem was real, but administrators moved slowly on new tools. Interest did not automatically translate into willingness to change or pay.

03 / THE DECISION

Ship the smallest connected loop before scaling the platform.

I focused the first release on attendance and notices across parent, teacher, and administrator experiences, then returned to market conversations rather than hiding behind additional features.

04 / WHAT I CHANGED

From decision to shipped system

  • Interviewed more than 50 schools before designing the product.
  • Owned product and design end to end and sourced a distributed development team.
  • Designed parent mobile, teacher mobile, and administrator web as one connected system.
  • Ran founder-led sales across India, the US, and the UK.
06 / OUTCOME

What changed

The product shipped, but adoption in India was not strong enough to justify scaling. I chose to wind down rather than mistake feature completeness for product-market fit.

REFLECTION / WHAT I LEARNED

Validation does not guarantee adoption. I now test willingness to change, buying authority, and procurement behavior much earlier - not only whether users recognize the problem.