For postdocs
Built for postdocs
You're in the pub-or-perish window. Your PI is a reference, not a co-author on your next grant. Move faster without cutting corners.
The postdoc publication trap
You have a 2–3 year window to establish an independent publication record before the tenure-track market. Every paper matters disproportionately. Every rejection costs weeks. Every 'reviewer 2 says you missed Smith et al. 2019' costs a revision cycle.
This is the exact workflow where 15 minutes of AI pre-review recoups 3 weeks of avoidable rejections.
What changes for postdocs specifically
Postdocs use the same 8-agent pipeline as everyone else, but three agents matter disproportionately:
- Literature Coverage — surfaces missed citations against 250M OpenAlex works. Reviewer 2's favorite complaint, solved before submission.
- Originality + Prior Publication — parallel fan-out across CrossRef, arXiv, medRxiv, bioRxiv, Unpaywall, and our 4.4M-paper institutional library. Catches self-overlap with your own preprints before an editor does.
- Methodology — audits against CONSORT, STROBE, PRISMA depending on your study design. Closed journals increasingly require reporting checklist adherence; we flag gaps before you submit.
Grant and fellowship writing
The Research Gap Finder (250M OpenAlex works, 120K+ open gaps mined from 100K+ papers) doubles as a novelty-claim checker for grant preliminary statements. Paste your specific aim, get back the surrounding literature, the top 10 most-cited recent papers, and whether the gap you're claiming is actually open.
We've had postdocs use this specifically for K99/R00, Marie Skłodowska-Curie, EMBO, and NSF PRFB applications. The output is not a substitute for reading the literature — it's a way to be sure you haven't missed it.
Co-author and PI workflows
Two common patterns:
- Solo pre-submission: run your own draft through the scorer before sending to your PI. Cuts the PI feedback cycle from 'here are 27 things' to 'here are the 3 substantive things I actually need to weigh in on'.
- Multi-author: every co-author can run their section against the agents independently, then the corresponding author assembles. Keeps revisions surgical rather than collective.
- Cross-submission: if your target journal rejects, resubmit here as an open-access backup. No APCs. CC BY 4.0. The review record travels with the paper.