Workflow fit
We ask which research job a tool actually supports: discovery, screening, reading, translation, analysis, writing, or verification.
English homeStandards
Review standards
How Agent2Research reviews academic tools
Our English pages are written as decision support for researchers. A tool is useful only when it improves the workflow without making sources, assumptions, privacy, or final claims harder to verify.
Evidence traceability
Useful outputs should point back to papers, PDFs, datasets, search dates, citations, reviewer decisions, or reproducible analysis settings.
Privacy and compliance
Tools are reviewed for data upload risk, institutional constraints, patient-data sensitivity, account requirements, and unclear retention policies.
Reproducibility
We prefer workflows that can export records, repeat searches, preserve assumptions, and let another researcher understand the decision path.
Limitations and failure modes
Every recommendation should name where the tool can miss evidence, hallucinate, overstate claims, hide ranking logic, or create extra rework.
Update discipline
Pages are treated as living decision notes. High-intent English pages are expanded first when search data shows impressions or workflow demand.
What this means for DAU growth
Pages that already receive impressions should get clearer verdicts, better internal links, and stronger evidence checks before we broaden the catalog. That keeps the site useful for real researchers instead of becoming a thin directory.