CANCO sLLM · AI ASSISTANT

AI Karina

A compact AI model fine-tuned by CANCO on open-source LLMs.
An AI assistant that works on our servers, tailored to our work.

Always learning and evolving
WHAT IS KARINA

An AI we built ourselves

Built on proven open AI technology from around the world, Karina is a small AI model (sLLM) that CANCO developed and refined in-house using real business data and scenarios.

Instead of a giant general-purpose AI, we kept only the capabilities the job needs, making it light and fast. It runs on CANCO's own servers without relying on external AI services.

  • Compact model fine-tuned in-house on open-source LLMs
  • Runs on CANCO's own servers — sensitive data never leaves
  • A practical AI assistant integrated with BMS, recording and messenger
KarinaOperations channel · 8:00 AM
Today
Good morning. I've listed 3 items that need your attention today.
○○ Middle School contract expiringD-47
1 tax invoice not issuedAction needed
Annual invoice awaiting issueToday
Draft a renewal notice email for the expiring contract
Sure, I've drafted a renewal notice for the contact at ○○ Middle School. Please review and send. ✉️

※ Screens are examples for illustration.

HOW IT'S BUILT

How Karina was built

CANCO's business knowledge added to proven open source, running on our own servers.

Open-source LLM

We start from publicly available language models proven worldwide.

Proven open technologyCommercially licensed for business use

CANCO tuning → Karina

Fine-tuned with our work data, terminology and scenarios into a light, fast compact model.

sLLMOwn serversContinuous updates

Business system integration

Connected to the in-house messenger, BMS (CRM, e-approval) and recording system to do real work.

MessengerBMSRecording
WHAT KARINA DOES

What Karina does

Alerts for things you can't miss

Prioritizes tasks such as sending invoices, issuing tax invoices, overdue payments and expiring contracts, and reports them on the messenger every morning.

Work handled by chat

Ask on the in-house messenger and it finds the information you need and drafts routine items such as notices and emails.

The link between systems

Connects CANCO solutions such as BMS, the recording system and media boards to handle scattered data in one place.

WHY OUR OWN MODEL

Why our own AI model

A choice we made because we handle sensitive data for schools, institutions and businesses.

Data security

Running on our own servers, customer and business data never goes to external AI services.

Tailored to our work

Trained on the terminology and workflows of education and telecom, it answers more accurately than general-purpose AI.

Light and fast

A compact model with only the essential capabilities means fast responses and low operating overhead.

Improved in-house

Because we handle the model ourselves, we can apply field feedback right away.

ALWAYS EVOLVING

Karina keeps evolving

Not a finished product, but an AI that learns on the job every day. Here's how updates work.

1 · Field feedback

Learning from real work

We collect feedback from staff working with Karina and new work scenarios.

2 · Tuning

Retraining and improving the model

We retune the model with the collected data, and review and adopt better open-source base models as they appear.

3 · Update

Applied after validation

New versions that pass internal validation are deployed to our servers, so Karina keeps getting smarter.

Curious how to work with Karina?

We'll show you how to use Karina together with CANCO CRM and our recording solutions.

Contact us View technology