quoral
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the studio behind Sathorn

Coordinated intelligence,
measured.

Quoral is an applied-AI research studio. We build systems where many models and agents reach one answer you can check — and we back it with evaluation, not adjectives.

many agents · one answer · on the record

Product
Sathorna Quoral product

Grounded AI that answers LINE customers from your shop's own documents — cites its sources, refuses when unsure.

  • Answers from your documents only — with citations; refuses instead of guessing
  • Connects to your LINE Official Account
  • Takes bookings and queue requests in-chat
From ฿390/month
free 14-day trial · no card required
Open sathorn.quoral.co

Sathorn is the lab's first product.

What we build
RAGgrounded retrieval with citations + abstain — answers you can audit
Agentstool-using agents that act — with a record of every step
Agentic AImulti-step workflows with evaluation kept in the loop
MLmodels tuned to a metric, not a hunch
RLsequential decisions under uncertainty
MARLmany agents reaching one decision — the lab's center of gravity

We also take on applied-AI project work — talk to us.

How we work
Measured, not hyped.
Every capability ships with how it’s evaluated. No magic, no 10×, no AGI — just numbers you can check.
Coordination over scale.
The interesting wins come from many parts converging on one answer, not from one larger model. A quorum, not a monolith.
Grounded, or it doesn’t ship.
Systems answer from evidence and abstain when they can’t — evaluation stays in the loop, never bolted on after.
Company
Base
Bangkok, Thailand
Founded
2026
Model
House of brands — Sathorn ships under its own name; the lab stays the lab.
Contact
hello@quoral.co
Contact
hello@quoral.co

Bangkok, Thailand · partnerships, collaboration, project work