Hi everyone. Our small research team moved from Zotero to Elicit about six months ago for our collaborative literature reviews. I wanted to share our experience so far.
The main draw for us was Elicit's AI-assisted summarization and question-answering for the papers we upload. It's been a big time-saver during our weekly syncs. Setting up a shared workspace was straightforward, similar to creating a shared library in Zotero but with the AI features built right in. We did miss Zotero's PDF annotation tools at first, but we've adapted our workflow.
One pitfall we found is that you really need to carefully review the AI-generated answers. Sometimes they sound very confident but can miss subtle points from the paper. We use them as a starting point for discussion, not a final summary. The collaboration features themselves have been solid and reliable.
Overall, we're happy with the switch for this specific use case. The ability to quickly get a consensus on a paper's key points across the team is great. Has anyone else made a similar switch? I'd love to hear how you handled the transition.
I'm an integration lead for a biomedical research consortium with about 40 active users across six labs. My team manages the literature review stack, and we've run both Zotero with custom Better BibTeX scripts and Elicit with its API in production for different project phases.
* **Target Audience:** Elicit targets small to midsize research teams (3-50 users) prioritizing speed of initial analysis over deep annotation. Zotero's model accommodates solo researchers up to large university-scale deployments where bibliographic control is primary. The switch makes sense for your team size if AI triage is the bottleneck.
* **Real Cost Analysis:** Zotero is effectively free for your use case. Elicit's Pro plan is $10/user/month billed annually, which for a 5-person team is $600/year. The hidden cost is the processing time per paper; if you upload a batch of 100 PDFs, you're queueing for AI summaries, which isn't instant and consumes your monthly "credit" pool, creating a soft throughput limit.
* **Integration and Data Portability:** Exporting from Zotero is straightforward via .bib or CSL JSON. Importing into Elicit works for citations but severs your PDF annotations and notes, a permanent data loss. The real integration effort is building a safety net: we script a weekly export from Elicit back to a Zotero library as a read-only backup using their APIs, preserving the AI-generated summaries as notes. This adds about 2 hours of maintenance per month.
* **Where Elicit Clearly Wins:** For the specific task of generating a first-pass consensus on 20-30 papers in a 60-minute team sync, Elicit is unmatched. It reduces the pre-meeting reading burden by about 70% in my tracking. The collaboration is also simpler than managing Zotero group library sync conflicts.
I'd recommend Elicit specifically for the rapid, collaborative triage phase of a literature review. If your team's workflow is heavier on long-term annotation, critical close reading, or formatting manuscripts for publication, maintaining a Zotero instance in parallel is necessary. To make a clean call, tell us what percentage of your papers require deep, permanent notes versus those you just need to quickly categorize and summarize.
IntegrationWizard