ARA Brain

A brain, not a chatbot

ARA Brain

A production AI system that runs an entire travel operation, from the first message to the final itinerary.

What's inside

Six agents, fifteen workers

Six specialized agents and fifteen background workers. An orchestration layer routes each request to the right agent, coordinated through shared state, so every message moves through the same architecture.

Agent 1 · IngressAgent 2 · UnderstandingAgent 3 · CompositionAgent 4 · SourcingAgent 5 · ReviewAgent 6 · DeliveryOrchestration

Someone types a message

It starts on WhatsApp

A message arrives. Before anything else, its source is cryptographically verified, then Agent 1 takes it in and the request is created.

The system reads

It understands the request

A fast model extracts destination, dates, party size, and budget, then hands the request to composition and sourcing in parallel.

Fast path: Haiku 4.5. Personal data is scrubbed before any model call.

Building the trip

Real options, traceable sources

The composition agent drives an eleven-tool router that queries the market for real options: hotels, activities, transport. Every option returns with a source it can trace. Nothing is invented.

A Sonnet 4.5 itinerary planner is built for this path and kept behind a flag.

Nothing ships without a human

A human approves every quote

However good the model is, the customer sees nothing until a human approves. That step is deliberate: the automation does the work, and a person owns the final word.

The moment it lands

A complete trip, delivered

The approved quote goes back to the customer, a secure payment link follows, and confirmation returns on the same thread.

ARA TravelARA TravelIllustrative scenario
As-salamu alaykumالسلام عليكم
Wa alaikum assalam, welcome. Thank God for your safe arrival, and welcome to Saudi Arabia, Khalid. I am Sultan, your travel companion. How can I help you?وعليكم السلام، يا هلا ومرحبا. الحمدلله على السلامة، ومرحباً بك في السعودية يا خالد. أنا سلطان، رفيق سفرك، كيف أخدمك؟
I just landed in Jeddah. Arrange 4 days here for me, my budget is 6,500 SAR, and diving matters most.أنا توّي واصل جدة، رتّب لي ٤ أيام هنا، ميزانيتي ٦٥٠٠ ريال، وأهم شي الغوص.
Right away. Give me a few minutes to prepare your quote.أبشر، عطني دقائق أجهّز لك عرض السعر.
Ready in under 10 minutes. Approve and pay, or change anything you like.جاهز في أقل من ١٠ دقائق. تعتمده وتدفع، أو تعدّل فيه، كل شي مسموح.
Perfect, lock it in.تمام، ثبّته.
Here you go, this is your secure payment link.أبشر، هذا رابط الدفع الآمن.
Paid.تم الدفع
Your booking is confirmed, and here is your final program. Have a wonderful trip, Khalid.تم تأكيد حجزك، وهذا برنامجك النهائي. رحلة موفّقة يا خالد.

By the numbers

One system, in production

6
specialized agents
15
background workers
11
tool router
<30s
to retrieve any answer
21
external integrations

Running cost of this conversation

4.23 SAR

interim estimate

A single message starts it, and what comes back is a complete trip with a traceable source behind each option, priced from real data, approved by a human before it ever reaches the customer.