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Category guide / 12 tools

Assistants & research

General-purpose thinking partners and tools for turning questions into a defensible answer.

The question to ask

Can you trace the answer back to evidence you can inspect?

Read the field guide ↗

Compare alternatives by fit. Source-checked product descriptions are not hands-on reviews or a ranked list.

ChatGPT

General assistant

Broad multimodal work and research.

Consider Rapid model and plan change; verify sensitive data settings.

Original research · 14 Sep

Assistants & researchExplore

Claude

General assistant

Long-form writing, reasoning, document analysis.

Consider Context and feature availability change.

Original research · 14 Sep

Assistants & researchExplore

Gemini

Assistant and suite AI

Google-native work and mobile context.

Consider Broad permissions and regional gating.

Original research · 14 Sep

Assistants & researchExplore

Microsoft Copilot

Suite assistant

Organizations standardized on Microsoft 365.

Consider Overshared SharePoint/mailbox permissions.

Original research · 14 Sep

Assistants & researchExplore

Perplexity

Search and research

Cited web research and discovery.

Consider Citations still require source checking; web prompt injection.

Original research · 14 Sep

Assistants & researchExplore

Gemini Notebook

Source-grounded research

Bounded source-set analysis.

Consider Renamed from NotebookLM; product/status churn.

Original research · 14 Sep

Assistants & researchExplore

Zotero

Research reference manager

Collecting, organizing, citing, and sharing academic or professional research across a long-running project.

Consider Editorial judgment: clean citation metadata still needs spot checks, particularly for unusual sources and imported records.

↗ Official page checked · 16 Sep

Assistants & researchExplore

Managing a library of research references where a dedicated reference-manager workflow is needed.

Consider Editorial judgment: check how your library, annotation workflow, and citation style fit the current product ecosystem.

↗ Official page checked · 16 Sep

Assistants & researchExplore

Paperpile

Reference manager

Collecting, organizing, sharing, and citing research papers with a simple reference-management workflow.

Consider Editorial judgment: confirm compatibility with your document editor and collaborators before moving a mature research library.

↗ Official page checked · 16 Sep

Assistants & researchExplore

Elicit

AI scientific research

Searching scientific literature, summarizing papers, extracting data, and chatting with a large research corpus.

Consider Editorial judgment: AI-generated synthesis should be traced back to the cited papers before it supports decisions or publication.

↗ Official page checked · 16 Sep

Assistants & researchExplore

Consensus

AI academic search

Finding, organizing, and analyzing peer-reviewed literature for a research question or evidence review.

Consider Editorial judgment: search results and summaries cannot substitute for reading methods, limitations, and the underlying studies.

↗ Official page checked · 16 Sep

Assistants & researchExplore

Scite

Citation context research

Checking how scholarly claims are supported or disputed through citation-backed literature exploration.

Consider Editorial judgment: citation context is useful evidence, but it does not settle study quality or scientific consensus alone.

↗ Official page checked · 16 Sep

Assistants & researchExplore

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