Browser & Analysis
Live web work, research, files, and structured analysis when conversation alone is not enough.
Why This Surface Exists
Some tasks cannot be solved well from memory alone.
They need:
- live web context
- navigation through a real site
- comparison across sources
- inspection of files or spreadsheets
- artifact generation you can actually review
That is where browser-backed work and structured analysis fit.
Browser-Backed Work
Browser-backed work matters when the truth is on a live page right now.
Examples:
- checking a site for updated information
- comparing product details across sources
- gathering evidence before a recommendation
- following a repeatable multi-step web workflow
The point is not "automation for its own sake." The point is getting to a more useful outcome when the task depends on live context.
File And Spreadsheet Analysis
A lot of real work lives inside artifacts, not chat messages.
This surface is where Viventium can help with:
- documents
- spreadsheets
- exports and reports
- structured data
- generated summaries, tables, or charts
That matters because a second brain should be able to work with the materials your work is already made of.
Research That Feels Grounded
This layer is also where research gets better.
Instead of one confident answer from a static prompt, Viventium can:
- compare multiple sources
- ground conclusions in current context
- bring findings back into the main conversation
- attach outputs to a longer-running project when needed
What Should Stay Visible
Good browser and analysis work should stay:
- observable
- reviewable
- easy to steer
- clearly connected to the job being done
The product should never make these capabilities feel like hidden magic.
How It Works
Browser-backed work in Viventium is powered by:
- SearXNG — self-hosted, privacy-respecting web search (no tracking, no data shared with search providers)
- Firecrawl — deep page extraction and crawling for structured data from websites
- Browser sandbox — within GlassHive, workers can navigate real websites through noVNC-accessible browser sessions
For quick research, the main agent or a background agent can search the web and extract information during a conversation. For deeper work that needs sustained browsing, a GlassHive worker can take over with a full browser session.
Where It Leads
Some browser and analysis work is one-off.
Some of it turns into:
- Recurring research — scheduled web checks that run weekly or daily
- Project artifacts — reports, comparisons, and summaries tied to a project
- Worker responsibilities — a GlassHive worker assigned to monitor a topic or source
- Scheduled updates — automated briefings that include fresh web context
That is why this surface connects so closely with projects and GlassHive.
Keep Reading
- Background Agents — How deeper work starts without blocking the first reply
- Connected Workspaces — Pull live workspace context into the same flow
- Projects, Workers & GlassHive — Where durable execution takes over
- Scheduling — Turn one-off research into recurring intelligence