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idataraya
idataraya

Conversational AI.

Conversational AI for customer support, with human escalation built in.

We build conversational AI for the channels Malaysian customers rely on: WhatsApp, web chat, voice calls, and Telegram. Beyond basic chatbot responses, the system handles order inquiries, appointment bookings, FAQ resolution, and seamless handoff to human agents when required.

  • WhatsApp Business API, web chat, and voice integration
  • Natural language understanding tuned for Malaysian context
  • Order tracking, booking, and FAQ automation
  • Seamless handoff to human agents with full context
support · whatsappAuto
WhenCustomer asks about order statusWA · +60 12-xxx 4821
Then
  1. 1Identify customerphone lookup
  2. 2Fetch orderORD-2619
  3. 3Reply with ETAOut for delivery · 16:20
  4. 4Offer handoffif unresolved
78% bot-resolved · 22% human escalate
HANDOFF · refund.requestBot → agent · full context
With agent
ThreadActionsCSAT
conversation · intake → actionAny channel · one brain
Running
ChannelWA · web · voiceUnderstandintent + entityActCRM · orders · bookResolvereply · or escalate
4 channels · one dialogue layer
intents · live modelMaterialized
order.statusIntentMS + EN rows
booking.rescheduleIntentMS + EN rows
refund.requestIntentMS + EN + rojak rows
outlet.findIntentgeo entity rows
28 intents live · 4 in training

Conversations that resolve.

A chatbot that can't resolve anything is worse than no chatbot. We build systems that handle the conversations your support team handles today, and escalate gracefully when they can't.

One engine, every channel customers already use.

WhatsApp Business API, web chat, voice, and Telegram all land in the same conversation engine. Intents, entities, and context track across channels so a customer can switch mid-thread without repeating themselves.

conversation · intake → actionAny channel · one brain
Running
ChannelWA · web · voiceUnderstandintent + entityActCRM · orders · bookResolvereply · or escalate
4 channels · one dialogue layer

Intents tuned for how Malaysians actually type.

Handles Malay, English, and code-switching in the same message. Intent classification and entity extraction trained on transcripts from your channels, not an English-only SaaS template.

intents · live modelMaterialized
order.statusIntentMS + EN rows
booking.rescheduleIntentMS + EN rows
refund.requestIntentMS + EN + rojak rows
outlet.findIntentgeo entity rows
28 intents live · 4 in training

Resolution rate watched, not assumed.

Top intents, resolution rate per intent, handoff reasons, and CSAT all live on one dashboard. When a flow stops resolving, it surfaces before support tickets spike.

Bot health · last 24h
order.status · resolve rateSLO >80%86%
booking.reschedule · resolveSLO >70%74%
refund.request · resolveSLO >60%58%
CSAT · post-conversationSLO >4.24.3
78% bot-resolved · 22% handoff

Handoff with full context, not a restart.

When escalation is needed, the agent sees every message the customer sent, every action the bot took, and why it gave up. The customer never hears 'please repeat your issue'.

Handoffs · last hour
WA · +60 12-xxx 4821 · refundbot + agent · full thread
4m 12s
Web chat · order.status edgeunknown SKU
in progress
Voice · booking conflictagent resolved
6m 30s
WA · +60 11-xxx 2104 · spamfiltered · bot held
auto-close
Context carried · customers don't repeat

A conversational system that handles real customer volume.

  • Conversation engine

    Deployed NLU system with intent classification, entity extraction, and dialogue management, connected to your business systems.

  • Channel integrations

    WhatsApp Business API, web chat widget, and voice integration configured and tested against your customer workflows.

  • Agent dashboard

    Human agent interface for handling escalations, reviewing conversation history, and managing the handoff queue.

  • Analytics platform

    Conversation analytics with intent distribution, resolution rates, handoff analysis, and continuous improvement recommendations.

Ready to talk about conversational ai?

Book a discovery call. We will walk through how this fits your business, scope, timeline, and what you will get at the end.