AI research tools for researchers, and for the journals they submit to

Find your research gap. Match your journal. Get the review.

Find your next study with our AI research gap finder, Pre-Check your manuscript and find its journal, or run the full AI peer review. 9 specialist agents, 7 of them calibrated against an index of 5,000+ real peer-review texts — a complete report in one pass.

7.9M+
Papers in our local library
1.1M+
Open research gaps mined from them
5K+
Peer-review texts in the calibration index
9 agents
One full AI review in < 15 min

The calibration index holds peer-review texts from OpenRevieweLifeNature CommunicationsSciPostPeerJPREreviewCopernicusOpen Research Europe · +7 more

Two ways to use the tools

Your editors keep every decision; our reports are one input to it.

For researchers

Search a topic, check a manuscript and pick its journal from your own account. Searching is free; unlocking a topic uses credits, and a free account comes with welcome credits.

Whole package

For journals, publishers and research organisations: AI review screening, the prior-publication check, research-gap fit and the Journal Finder inside your editorial workflow. Apply online in four short pages; the checks run automatically and the outcome comes by e-mail, with no sales call.

Separate tools by API

Call one tool at a time from your own system with an API key: AI review agents (the research-gap check among them), the prior-publication check, the literature search and the Journal Finder; Pre-Check is not open to API keys yet. Per call, AI review and the Journal Finder use credits; the prior-publication check and the literature search use none.

scienceaijournal.com/review
Sample run · replayed
Scaling Laws for Sparse Mixture-of-Experts
Reviewing
0/9
  • Methodology
    …
  • Formulas & Equations
    —
  • Originality
    —
  • Literature Coverage
    —
  • Reproducibility
    —
  • Clarity & Language
    —
  • Figures & Tables
    —
  • Research Gap
    —
  • Prior Publication
    —
Synthesising…In review

Try Pre-Check on a sample abstract

Pick a sample abstract to see the acceptance odds for top, mid and open/emerging journals that Pre-Check returned for it, or paste your own. No signup needed for the samples.

Sample results
Title
FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness
Abstract
Transformers are slow and memory-hungry on long sequences, since the time and memory complexity of self-attention are quadratic in sequence length. We propose FlashAttention, an IO-aware exact attention algorithm that uses tiling to reduce the number of memory reads/writes between GPU high bandwidth memory (HBM) and on-chip SRAM. FlashAttention is 3x faster than the existing PyTorch implementation on GPT-2 and 15% faster than baseline implementations on long-range arena. We extend FlashAttention to block-sparse attention, yielding an approximate attention algorithm that is faster than any existing approximate attention method.
Acceptance probability by journal tier
Field: Computer Science
Top-tier (Nature, Science, NEJM…)14%
Mid-tier (PLOS ONE, domain Q1/Q2…)50%
Open / Emerging journals85%
Topics your abstract matched
attentionmemoryflashattentionexactfaster
Sample result, computed by the real Pre-Check on 27 Sep 2026 and replayed here. The odds come from where the most similar papers in our library were published.Pre-check your own paper →

The researcher's toolkit, one workflow

Everything runs on pay-as-you-go credits — create a free account and get 25 credits to start. Searching Gaps & Literature Search is free; filling its literature comparison table, which returns the gaps, is 50. Pre-Check and the Journal Finder cost 15 credits per run; AI Review is 30. Credits never expire.

Gaps & Literature Search
Free to search

1,100,000+ open gaps — search free, table first

Search any topic free: the field overview, then the papers the search found in a comparison table you can read across and a list you can filter and export — mined from 780,000+ papers in our local library, 1,900+ gaps with permanent, citable analysis pages. Unlock the topic (50 credits) for the filled rows, the open research questions synthesised from them, the research proposal and one Pro Report run.

Pre-Check & Journal Finder
15 credits per run

Acceptance odds by journal tier and a ranked journal shortlist — in seconds

Paste a title + abstract. Each check returns acceptance odds for top, mid and open/emerging journals, your detected field, a ranked shortlist of target journals from a 17,500-venue index (with tier, open access, citation rate, publisher and a predatory flag) and the topics your abstract matched — the odds come from our 7.9M-paper local library, and the shortlist is ranked mainly from that library and our venue index. Create a free account and get 25 credits to start; each run costs 15 credits.

AI Review
30 credits

Full 9-agent review of the PDF in 15 min

Upload the manuscript. Methodology, Formulas, Originality, Literature, Reproducibility, Clarity, Figures, Research Gap, Prior Publication — each returns a structured per-agent report with line-level revision suggestions. At 7.0 or higher it comes with matched target journals; below that, the fixes to make first.

Duplicate Publication Checker
Bundled into Pre-Check

Catch prior-publication overlap before reviewers do

Cross-references your title + abstract against CrossRef, PubMed, arXiv, bioRxiv, medRxiv, Europe PMC and Unpaywall and our 7.9M-paper local library, in parallel — flagging prior publication and overlapping work before you submit. Bundled into Pre-Check.

How the tools work together

1

Pre-Check (15 credits)

Paste a title + abstract — Pre-Check returns acceptance odds for top, mid and open/emerging journals, the detected field, and a ranked journal shortlist in seconds. Runs entirely on our local 7.9M-paper library. Create a free account and get 25 credits to start; each run costs 15 credits.

2

AI Review (full PDF)

Upload the full manuscript — 9 specialist agents return a structured review report in under 15 minutes.

3

Decide

Submit elsewhere with confidence, or revise the flagged issues before you do.

AI Review Engine

Powered by 9 specialized AI agents, 7 of them calibrated against an index of 5,000+ real peer-review texts from 15 open-review platforms.

Methodology
Formulas & Equations
Originality
Literature Coverage
Reproducibility
Clarity & Language
Figures & Tables
Research Gap
Prior Publication

How we compare

Where each of our tools sits beside the ones researchers already use.

See all comparisons →

More from the toolkit: best journals by field, free AI tools for researchers, and the engineering blog.

Planned

Next: a publication route of our own

We are preparing an open-access publication route for papers that clear AI Review: CC BY 4.0, with the full agent reports published alongside the paper. It is planned, not open for submissions yet, and any fee will be stated when it opens. Eight article types are planned, including negative results, theses, and AI-authored work.

Original Research
Review Articles
Technical Reports
Benchmarks & Datasets
Case Studies
Negative Results
Theses & Dissertations
Perspectives
AI Authorship Welcome
Manuscripts by humans, AI systems, or collaborations will be accepted with transparent disclosure.
Ethical Standards
IRB/IACUC compliance will be required. Automated plagiarism and duplicate detection will run on submissions.
Licensing
Papers published through the route will be open access under CC BY 4.0 — free to distribute and reuse.

Author guidelines →Full policies →

Command palette

Jump anywhere, run any action.