From customer signal to measurable business outcome.
Customers reach you through chat, messaging, and campaigns. Staff juggle replies, bookings, loyalty records, and customer context across tabs and spreadsheets.
Mirai replaces that chaos with a deterministic, auditable operating loop. Every signal follows the same path — so outcomes are correct, repeatable, and attributable at any scale.
Step-by-step: what happens when a customer messages you
A customer signal arrives through any channel
A customer reaches out via messaging, chat, or campaign response — to book an appointment, check their loyalty balance, redeem a voucher, or ask a question.
Mirai receives the inbound signal through your connected channels and routes it safely into your organization's workspace with full context preserved.
- Multi-channel message ingestion (WhatsApp, web, and more)
- Secure, authenticated webhook delivery
- Multi-tenant signal routing by organization
Atlas AI understands what the customer needs
Mirai Atlas analyses the signal and determines the customer's intent — not just keywords, but what action is actually required.
Whether it's checking a loyalty balance, making a booking, redeeming a promotion, or requesting a human, Atlas decides the correct next step and retrieves the relevant business knowledge.
- High-accuracy intent classification with confidence scoring
- Knowledge-grounded responses using your own business data
- Automatic fallback to human handoff when confidence is low
The correct business action runs — transactionally
Once intent is identified, Mirai executes the corresponding business operation.
Loyalty points are adjusted. Vouchers are issued or redeemed. Appointments are created with real capacity checks. All state changes happen in a strongly consistent system of record, with idempotent write paths designed to prevent duplicates and errors — even during peak demand.
- Ledger-backed loyalty and voucher operations
- Capacity-aware bookings with contention safety
- Full audit trail for every state change
Operators step in only when they add value
When Atlas cannot confidently resolve a request, or when a customer asks for a human, Mirai hands the conversation to your team.
Staff see the full conversation history, customer context, and current state — so they can respond immediately without asking customers to repeat themselves.
- Context-preserving AI-to-operator handoff
- Unified operator inbox across all channels
- Seamless transition between AI and human replies
The customer receives a clear, correct response
The customer gets their response through the same channel they used — whether it is a booking confirmation, an updated loyalty balance, a voucher code, or a reply from a human operator.
Every response is on-brand, on-time, and accurate. There is no app to download, no new behaviour to learn — just fast, reliable service.
- Channel-aware response delivery
- Structured templates for transactional messages
- Opt-in enforcement for promotional outreach
Why this matters for operators
Customer expectations are higher than ever. Staff capacity is finite. And every missed handoff, double-booking, or untracked voucher costs you real revenue.
Mirai gives you:
- Reduce manual work at the front desk
- Eliminate errors in loyalty, vouchers, and bookings
- Respond faster without hiring more staff
- Scale customer volume without losing control
It's not about automating conversations.
It's about running your operations properly — across every channel.