A spreadsheet is excellent at comparing values with a consistent shape. Research often starts before that shape is known: sources disagree, questions change and a useful observation belongs to several topics. The research desk needs a way to preserve those relationships before compressing them into a table.

Why it matters: A neat comparison is only as useful as the evidence a colleague can recover from it.

Keep one source, with several ways in

Zotero’s documentation describes collections as overlapping groups. One item can belong to several collections without becoming several independent copies. Tags provide another way to organize the same material.

For an editorial desk, that separation is valuable. A paper about AI-assisted financial crime detection may matter to an AI story, a fintech briefing and a software review. It should remain one identifiable source even if the team encounters it through different routes.

The software feature alone does not establish an editorial record. Add a note about what the source actually supports, the date it was checked and the question that remains open.

Separate a source from a conclusion

A saved document, a quotation and an analyst’s interpretation are different things. A working note should make it possible to tell which is which.

Consider a hypothetical product comparison. The source says a service supports a particular workflow. An editor concludes that the workflow could reduce a customer’s preparation steps. The first statement is a provider claim; the second is analysis. Keeping them separate makes later fact-checking more precise.

This also gives an AI assistant a narrower task. It can help find relevant passages or compare descriptions while the record retains the original evidence. The AI Research Stack: What Small Teams Actually Need develops that workflow in more detail.

Use the table at the right moment

Once the questions are stable, a spreadsheet may be exactly the right output: supported currencies, documented limitations or dates of review can be compared cleanly.

The title describes an editorial direction, not a claim that spreadsheets have stopped being software or become obsolete. The point is to stop asking one grid to hold every kind of research object.

A practical handoff includes the comparison, links to the supporting sources and the unresolved questions. If the next researcher can update one claim without reconstructing the entire investigation, the desk is doing its job.

Reporting & Sources

Workflow analysis, reviewed September 26, 2026. No comparative software benchmark was performed.