AI Orchestration

The Intelligence
Layer.

Qircl uses AI to reduce coordination work, not to steal the show. Draft the event, surface the right people, suggest what usually comes next, and bring carpool and RSVP into the same flow. The human still decides.

Scribe

Speak or type naturally and Qircl drafts the event structure, timing, location hint, and likely guest set.

Ranker

Instead of dumping a contact list on you, Qircl surfaces the right people based on how you actually coordinate.

Predictor

Qircl can suggest what usually comes next: reminders, missing details, likely rides, and likely RSVP friction.

How It Works

Four layers of coordination intelligence.

🎙️

Voice and text event drafting

Qircl's first orchestration layer is event parsing: understand the ask, build a draft, and put structure around timing, location, circle fit, and RSVP shape.

👥

Smart contact ranking

The product suggests the likely people based on actual interaction patterns, not an alphabetical contact wall every time you plan something.

🚗

Carpool-aware planning

AI orchestration includes the ride story: route overlap, pickup fit, and which carpool circle belongs in the plan.

🎯

Honest launch behavior

The website demo is non-persistent and preview-only. The product version arrives in the first browser and app wave, not the marketing layer itself.

Why This Matters

Less back-and-forth.
More momentum.

AI orchestration is one of Qircl's major selling points because it helps the product feel lighter at the moment when planning usually turns messy. That's the promise we're leading with.

Regex fallback at $0 cost — handles 60% of inputs

Gemini Flash for everything else — structured JSON output

PII scrubbing before any AI call — no phone numbers, no GPS

50 AI requests/user/day — cost-capped and transparent