Problem Statement
The coordination challenge this application is designed to solve.
Finding a time that works for everyone is surprisingly hard. When 6 to 50 people need to agree on a meeting time — and they don't share a calendar system, or don't share one at all — the coordination burden falls on one person. They send emails, receive replies in different formats, manually tally responses, and inevitably miss someone or misread a time zone. The larger the group, the worse it gets.
Existing tools either require everyone to have accounts (Google Calendar, Outlook), charge per-user fees (Calendly, Doodle Pro), or route participant data through third-party SaaS platforms — creating privacy and compliance concerns for regulated industries. Many people default to "reply-all" email threads, which are error-prone and impossible to aggregate.
| Pain Point | Impact | Who Feels It |
|---|---|---|
| No shared calendar across organizations | Cannot see availability without asking each person individually | Cross-org coordinators, event planners |
| Account creation friction | Participants drop off when asked to sign up for yet another tool | External participants, clients, vendors |
| Time zone confusion | Proposed times are ambiguous — "3pm" means different things to different people | Distributed teams, international groups |
| Manual tallying | Organizer must manually count responses from email/chat/spreadsheets | Meeting organizers, executive assistants |
| No real-time visibility | Organizer doesn't know current status until everyone has replied | Time-sensitive coordinators |
| Data privacy concerns | Enterprise and regulated contexts prohibit routing availability data through third-party SaaS | Compliance officers, regulated industries |
| Stale results | By the time everyone responds, earlier responses may be outdated | Large groups with shifting availability |
The Group Scheduling Application eliminates every pain point above:
- No accounts required — participants click a link, enter a name, and toggle their availability. Done in under 60 seconds.
- Real-time aggregation — as responses arrive, the heatmap updates live via WebSocket. The organizer sees the best slot emerge in real time.
- Timezone-aware — poll creator sets the timezone; all slots display correctly for every participant.
- Zero third-party data — runs entirely on Cloudflare's edge network. No data leaves the platform. No external SaaS dependencies.
- Automatic ranking — slots scored by availability count (tentative = 0.5x weight). Best slot highlighted automatically.
- PIN-protected management — organizer has a private dashboard to view results, close the poll, and export data.