AI for Zotero: Work From Sources and Check Every Citation

Zotero organizes your research library and stores PDFs, notes, and citations. AI helps you analyze and write from that library — but only when grounded in the actual texts, not left to invent citations from its training data. Tools like fenbs keep your source links, research questions, and progress between sessions so the work carries forward.

The combination works like this: Zotero holds the sources; you bring specific text from those sources to an AI session; the AI helps you read, compare, and draft from what is in front of it. At every step, citations go back to the Zotero item, not to what the AI remembers about the author.

What Zotero does and what AI adds

Zotero manages bibliographic data, PDFs, annotations, and export formats like BibTeX and APA. It does not analyze texts or write from them. AI analyzes and writes, but cannot reliably cite specific papers it was not given in the current session.

The gap is the bridge. Export your Zotero annotations for a paper, paste them into an AI session, and ask the AI to analyze themes, identify gaps, or draft a literature review section. The AI works from what you gave it; Zotero handles the formal citation when you write it up.

Export your annotations and notes first

Zotero lets you export notes and annotations for a collection. Right-click a collection, choose Export Collection, and select a format that includes notes. Markdown or plain text exports paste cleanly into AI sessions.

For PDF papers with Zotero's built-in reader, highlight key passages and add notes as you read. Those annotations export with the paper and give the AI specific, page-referenced quotes to work from — far more useful than asking it to summarize a paper title.

Use AI for literature review tasks

With exported annotations in front of it, an AI assistant can identify themes across sources, flag methodological similarities and differences, highlight gaps in the literature you have collected, and draft a structured literature review outline.

Ask for analysis with a specific structure: "Across these five papers, identify the three main approaches to X and note one limitation each author names." That gives you a result you can verify directly against the annotations rather than a free-form synthesis you have to fully re-check.

Check every citation before you use it

Never ask an AI to generate a citation from memory. AI language models sometimes produce plausible-looking but fabricated references — correct author name, plausible journal, wrong year or volume, or a paper that does not exist. This has ended academic careers and journal submissions.

Every citation in your final work should come from your Zotero library, verified against the actual item. Use Zotero's "Create Bibliography" feature or its word processor plugin to insert citations directly, not from an AI's output. If the AI mentions a source you do not have in Zotero, find and add it before citing it.

Use AI to draft from your sources

Once you have a set of verified annotations, AI can help you draft section outlines and first-pass prose for a literature review, a methods comparison, or a research report. Paste the relevant annotations, describe the section you are writing, and ask for a draft that cites only the material you provided.

Read the draft for accuracy and consistency with your annotations. Replace every in-text citation placeholder with the correct Zotero-formatted reference. Treat the AI draft as a starting point: the prose may be clear, but every factual claim needs to trace back to a specific annotation you verified.

Keep research progress across sessions

Research projects span weeks or months. The hardest part of returning to them is remembering where you left off and which sources have already been read carefully versus which are still on the list. Without a record, each session starts with orientation time rather than work.

Before ending a session, note which sources you analyzed, what you found in each, and what the next step is. Keep your open research questions somewhere you can read them at the start of the next session. That prevents revisiting conclusions you already reached. A brief session log also makes it easier to report on progress to a supervisor or collaborator who was not in the session.

How to do this with fenbs

1. Create a free account and set up a project for the research topic or paper.
2. Add each key source to Links and listings with a link to the Zotero item or DOI, a note on its relevance, and its status (unread, annotated, analyzed).
3. Record your open research questions as tasks in To Do so you can work through them systematically.
4. Save AI prompts that produce good literature analysis in Skills and prompts, including the annotation format they work best with.
5. Before ending a session, update Where we left off with what you analyzed and the next source or question to tackle.

fenbs does not connect to Zotero directly. You copy source links and notes into fenbs manually. The what is an AI brain guide covers the broader pattern of keeping a useful record outside any one tool or session.