Common use cases

Practical ways teams and individuals use Paperzilla to track and prioritize scientific papers.

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Daily field monitoring

Create a project for a field and review the feed each day using the Must Read filter.

Topic watchlists

Create separate projects for each major research direction, then tune keywords per project.

Weekly executive or lab briefings

Use email digests to deliver selected papers with a controlled max-paper limit.

Method and benchmark tracking

Track specific methods, model families, datasets, or experimental paradigms via include/exclude keywords.

Competitive and adjacent monitoring

Keep one broad “adjacent” project active to spot nearby work you would otherwise miss.

Agent-assisted workflows

Use CLI and RSS/Atom outputs in scripts, automations, and agent pipelines.

Reading backlog triage

Use project summaries and relevance labels to decide what to read deeply versus skim.