Codelabs AIApply AI

Ask your company data, get answers in seconds

The internal AI assistant for your business — sales, KPIs, stock, reports, and policies in one chat. Ask in plain language, get answers with real numbers and insight. Powered by Claude.

Ask in plain language Answers from your real data Powered by Claude
Codelabs AI

Why Codelabs AI

From hunting for data to just asking

The old way

  • Open five dashboards to answer one question
  • Wait on the data team for a simple export
  • Copy-paste numbers into spreadsheets by hand
  • Reports are already stale by the time you read them

With Codelabs AI

  • Ask one question in plain language, get one answer
  • Self-serve — no ticket, no waiting
  • Numbers, charts, and sources generated for you
  • Always live, straight from your real data

Chat channels

Ask from any chat your team already uses

Connect LINE, Slack, Discord, Telegram and WeChat — ask and get an instant answer right in the same chat. No new tools, no new apps for your team.

พร้อมใช้งานOfficial Account พร้อมใช้งาน — ตอบในแชท LINE เดิมของทีม

Codelabs AI OFFICIAL

ผู้ช่วยองค์กร · ตอบทันที

วันนี้

Each channel connects directly through that platform's Official Account / Bot API — your team asks from the chat they use every day, no new app. Or connect your own via Webhook / API.

See it live

The real back office — explore every page

Not a mockup. Open the sidebar and click through every page — the exact system your team works in, live.

codelabsllm.codelabsdev.co/admin
AdminOverview
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System overview

Codelabs AI — enterprise AI assistant · track AI assistant usage · auto-refreshes every 30 seconds

Active 7d

34

of 42 total

Questions 7d

3.3K

2.8K messages

Tokens 7d

6.3M

Today 1.0M

Error rate

0.14%

20 / 14570

Budget

30%

฿5.3K / ฿18.0K

This month's budget

+14% vs last month

฿5.3K / ฿18.0K≈ $149 / $500

Used

30%

of cap

Remaining

฿12.7K

24 days · $351

Forecast this month

฿20.7K

over by ฿2.7K

Today

+14% vs avg

1.0M tokens

Questions today

533

Events today

420

Tokens & questions · 7 days

6.3M tokens total · 3.3K questions

InputOutput
2/พฤ3/ศ4/ส5/อา6/จ7/อ8/พ

Activity Heatmap (12 months)

4.4K events · 359 active days · 2.4K in 7 days

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LessMore

A faithful interactive replica populated with realistic sample data. Your own deployment runs live on your real numbers.

Integrations

Works with the data you already have

Connect your existing systems once — Codelabs AI reads from them live, so every answer reflects the latest numbers. Internal docs and knowledge are searched with RAG — grounded in your real content.

Databases

Postgres, MySQL, and more

Spreadsheets

Google Sheets & Excel

LINE & Inblox

Chat and admin data

Internal docsRAG

PDFs, policies, reports

Dashboards & BI

KPIs and live metrics

APIs & webhooks

Connect any system

Model freedom

Any model you want, never locked in

You decide which model handles which task — the most cost-effective, the most capable, or the most secure for each question.

ClaudeChatGPTGoogle GeminiDeepSeekMistral AIQwenPerplexityMicrosoft CopilotPoeApple IntelligenceGrokand more

Everyday questions

“What are today’s sales?”

A fast, low-cost model

Low cost

Deep analysis

“Why did Q2 fall vs. last year?”

The most capable model, like Claude Opus

Most accurate

Highly sensitive data

“Payroll / customer contracts”

Runs in-house (Ollama on-prem)

Never leaves your org

No vendor lock-in

If one provider raises prices or goes down, switch instantly — no re-engineering.

Control your costs

Cheap models for easy tasks, powerful ones for hard tasks — pay only for what you need.

No data leaks

Sensitive work runs on your own machines — nothing goes to the cloud.

Future-proof

When a better model ships, turn it on the same day.

FAQ

Questions, answered

Yes. Codelabs AI reads only from the sources you connect, respects per-user permissions, and cites the source behind every answer — so nothing is exposed beyond what each person is allowed to see.

Get started

See Codelabs AI in action

Start now with sample data, or connect your own — no setup required.