Structure Queries monogram
Structure Queries Deep page analysis with voice-enabled Q&A.
Coming soon on Chrome webstore

Interact with Articles Research papers Blog posts Technical documentation with voice-enabled page analysis and follow-up Q&A.

Structure Queries prepares the page, surfaces the key structure, and lets you ask follow-up questions by voice without losing the source context.

Coming soon on webstore
Try the web client
Live Page Context Source page
User

Summarize the main ideas and show which sections support them.

Bot

I mapped the page structure, pulled out the key points, and can answer follow-up questions while staying close to the source.

Page-aware Structured context from dense pages before the conversation starts.
Conversational Ask natural follow-up questions instead of reading line by line.
Source-backed Answers stay anchored to the source content already on the page.

Explicit Open

Open the web client when you want to use it

This landing page keeps the plugin UI unloaded until you explicitly open it. That means the embedded client does not send app API requests from this page until you click below.

Opening the client loads the interactive UI at /web-client and starts normal health, auth, analysis, and voice requests only after that point.

Open in new tab
Paste a public URL Run the full page analysis flow here for articles, docs, blog posts, and other dense webpages.
Reuse your Samsar session Existing samsar.one sessions carry across here. If needed, login or registration opens before analysis starts.
Ask by voice and manage credits Use voices, advanced options, credit usage, and recharge flows without leaving the landing page.

Chrome extension

Dev hackathon instructions

Install the current development build in Chrome with the stable public zip below. Re-download it after a fresh deploy when you need the latest extension.

  1. 01
    Download the zipped extension build

    Open https://samsar-resources.s3.amazonaws.com/structuredqueries/structured-queries-webstore.zip and download the latest zip file.

  2. 02
    Extract the archive

    Unzip the downloaded file so the extension contents are available as a normal folder on your machine.

  3. 03
    Open Chrome extensions

    Open Chrome and go to chrome://extensions.

  4. 04
    Enable Developer mode

    Turn on Developer mode in the top-right corner of the extensions page.

  5. 05
    Load the unpacked folder

    Click Load unpacked, then select the extracted folder from step 2.

  6. 06
    Pin Structure Queries in Chrome

    Click the Extensions icon in Chrome, then pin Structure Queries to the toolbar so it stays visible while testing.

The zip is published to a fixed public S3 URL and overwritten on each production deploy.