A little bee. A lot of clarity.

Many voices, one clear picture.

You decide what matters; labelbee turns what users say into data you can analyze.

Start organizing

FROM NOISE TO MEANING

Every scattered thought
leaves a clue.

Turn thousands of user messages into insights you can understand, trace and act on.

怎么还是绿色的？这个在哪里导出呀我刚刚已经说过了太好了，发给同事看看不是让你保留这个按钮吗可以批量下载吗？ Ignored instructionsNeeds helpPraise & recommendations

Scroll to uncover the patterns

WHEN BEHAVIOR CHANGES

People used to navigate products by clicking.

SQL tools could query those click events directly in ClickHouse.

灵感发现关注

为你推荐旅行日常人像

旅行 · 模板

把周末装进相册

日常 · 模板

生活的小片刻

收藏使用模板

今天想做些什么？

怎么还是绿色的？

我说的是蓝色啊。

在哪里导出 PDF？

描述你的想法…↑

SQL / BITraditional analytics

ClickHouseConnected

query.sql

SELECT button, count(*)
FROM events
GROUP BY button

▷ Query complete

Query results

template2

share1

Structured events → direct queries

query.sqlAnalysis blocked

SELECT reason, count(*)
FROM messages
GROUP BY reason

!Missing semantic fields reason

Why are users frustrated?Cannot classify

怎么还是绿色的？?

我说的是蓝色啊。?

在哪里导出 PDF？?

The query finds the words, but misses the reason.

＋ labelEnriched by labelbee

query.sql

SELECT label, count(*)
FROM labeled_messages
GROUP BY label

▷ Query complete

Ignored instructions2

Needs help1

Organize the meaning into clear fields.

Different words. The same reason.Now you can query and analyze it.

Scroll or select a stage ↓

CSVBIGQUERYPYTHON SDKNODE SDKREST APISUPABASEPOSTHOGSNOWFLAKEPOSTGRES CSVBIGQUERYPYTHON SDKNODE SDKREST APISUPABASEPOSTHOGSNOWFLAKEPOSTGRES

A LITTLE BEE. A BETTER UNDERSTANDING.

With every piece of feedback,
it learns what matters to you.

Organize scattered user messages around your standards.

Scroll to see the labels evolve ↓

Original messagesOrganized data Waiting to organize

颜色不符0 records

Ignored instructions0 records

画面质量0 records

怎么还是绿色的？

我说的是蓝色啊。

颜色不是我选的。

换成浅蓝就好了。

Keep my title.

Keep the original layout.

不是说了不要边框吗？

Just change the background.

画面有些模糊。

这几个字看不清。

人物的边缘糊了。

导出的图片不够清晰。

↳ Your feedback

“Wrong colors also mean ignored instructions.”

Wrong colors → Ignored instructions

12 messages, waiting to be organized.Sample data

Get started

Start from your terminal

Install the CLI with one command, sign in in your browser, then upload data and pull labels from your terminal.

Install the CLI (Node.js 20 or newer)
npm install -g @tinkerlandai/labelbee-cli
Sign in in your browser and pick a workspace
labelbee login
See the workspace's label sets
labelbee label-sets

Over SSH or without a browser: open the link labelbee login prints on any device and confirm the code.

CLI & API Full docs

Many voices, one clear picture.

Every scattered thought
leaves a clue.

People used to navigate products by clicking.

Now, people tell products what they want.

Turn meaning into fields you can query.

With every piece of feedback,
it learns what matters to you.

Start from your terminal

Many voices, one clear picture.

Every scattered thoughtleaves a clue.

People used to navigate products by clicking.

Now, people tell products what they want.

Turn meaning into fields you can query.

With every piece of feedback,it learns what matters to you.

Start from your terminal

Every scattered thought
leaves a clue.

With every piece of feedback,
it learns what matters to you.