A Jiemian News reporter uploaded a questionnaire spreadsheet to QwenWork's investment-research expert kit and asked in one sentence for the data to be organized visually. Consistently formatted charts came back within seconds. The reporter says general chatbots needed several rounds of re-prompting to get similar output.
- First reported
- m.21jingji.com · 4 Aug 2026
- Added
- 11 Oct 2026
- Source checked
- 11 Oct 2026
What they did
On QwenWork's public beta launch, a Jiemian News reporter installed its investment-research expert kit, uploaded a questionnaire spreadsheet and typed one line asking for the survey data to be organized visually.
What happened
The reporter says consistently formatted charts came back within seconds, while uploading the same sheet to general chatbots such as ChatGPT and Doubao took several rounds of re-prompting to get similar output.
Keep in mind
This is a single quick test reported in a news article; the questionnaire and the charts are not shown, and the piece does not check accuracy.
Try it with your agent
Here is our survey export: <spreadsheet file>. Clean up the responses, then chart each question in a consistent style, with counts and percentages, and add a one-line takeaway under each chart. Finish with the three most important findings and any questions with too few answers to trust.
Replace the <angle brackets> with your own details.
Original source
m.21jingji.comHands-on reviewA journalist or reviewer used the agent and wrote up what happened.
Tools for this kind of work
- RepoExtract tables and text from complex or scanned PDFs with Docling
- RepoSearch the web and scrape sites into clean data with Firecrawl
