We offer free pre-submission formatting for Journals and Conferences built bespoke to your venue, contact us!

The Research Review Layer for Modern Science

Upload a paper and get a structured reviewer report: the strengths, the concerns a referee will raise, the citations you missed, and where it stands on novelty.

Built for researchers, conferences, and journals. Discounted for Academic Labs and Departments.

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Your papers stay confidential. Never shared, and never used to train any model.Read our privacy policy

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Send us your manuscript

Literature scan

Find the relevant prior work

Reviewer perspectives

Several expert viewpoints

Structured report

Specific, grounded feedback

Ready to submit

Know where you stand

Built for researchers, not chatbots

We are machine learning engineers, software engineers, and research directors at universities. Building ReviewerLens is meant to augment the research space, not replace the people in it with decades of deep expertise in research and engineering.

A general LLM that “chats with your document” will flatter you, invent citations, and forget your standards by the next prompt. Real review needs grounding it does not have. ReviewerLens is a deterministic, evidence-grounded review engine: the same rigorous criteria every time, real verifiable sources, and a human at the end. Keeping research critical, valuable, unique, and not buried under the volume of ever-changing technology.

See exactly why a chatbot falls short

See real reports

Every finding points back to a specific passage in the manuscript. This is the depth and structure of what you get, and exactly where each note lands.

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Peer review is under strain

Submissions keep climbing, reviewers are stretched thin, and more papers now lean on generative tools. The work of catching what is wrong with a paper still falls on people who are short on time.

0+

Papers published annually

Scientific output doubles every 9 years

0hrs

Average review time

Per paper, per reviewer

0%

Desk rejection rate

At top-tier venues

0%

AI-assisted submissions

And growing rapidly

For Researchers

Find the problems before a reviewer does

Know how your paper reads to a referee while you can still fix it. The weak spots, the citations you missed, and how your contribution holds up.

Simulated Reviews
Reviewer #1 (Methods Expert)Weak Accept

The methodology is sound but needs more ablation studies to validate design choices.

Reviewer #2 (Domain Expert)Accept

Novel approach with strong experimental results. Minor concerns about scalability.

Reviewer #3 (Theory Expert)Weak Reject

Theoretical justification is lacking. Consider adding formal analysis.

For Conference Posters

Get your poster reviewed before you present

Upload your conference poster and get a structured review in minutes. ReviewerLens reads the poster the way an attendee will, as an image, and checks both the science and how well the poster communicates it: legibility at viewing distance, visual hierarchy, figure design, and whether your headline claims actually hold.

Poster Report

Where the poster stands

Novelty5/10
Rigor4/10
Clarity6/10
Significance7/10

What to fix first

  • Poster legibility: dense Methods text, unlabeled result figure
  • Hotspot claim is not supported by the evidence shown
  • Add a one-line plain-language takeaway banner across the top so a passer-by gets the result in five seconds.
  • Label every axis with units and add error bars or a confidence band (and the contributing sensor count) to the daily-mean time series.

Visual communication

Is the poster readable from two meters back? We flag dense text, small fonts, and a weak hierarchy that buries your result before anyone reaches it.

Figure and chart design

Unlabeled axes, missing units, no takeaway line. We catch the figure problems that lose a passer-by at a glance.

The science still holds

Beyond design, the same multi-reviewer panel checks your methods, claims, and evidence, so the poster stands up when someone asks the hard question.

No special format

Vision-based review reads any poster PDF directly, the way an attendee sees it. No template, no conversion, no slide export. Upload and get the report.

Same reviewer panel, tuned for posters

You get the same multi-reviewer report you would for a manuscript, with the paper-only sections swapped for poster-specific design feedback. See the live poster example above, then run your own.

Review your poster
For Labs & Departments

Deeply discounted reviews for your whole program

We offer packages of monthly reviews, or buy them as needed at large discounts, to support education programs. Pricing is per seat. Reach out and we will tailor a discounted plan to your lab, department, or course.

Proof of lab or education status is required to qualify for the discounted pricing.

Monthly review packages

A recurring allotment of reviews shared across your students and staff, billed per seat. Predictable capacity for a cohort, a course, or a whole department through the term.

  • A fixed pool of reviews every month
  • Seats shared across the program
  • Best for ongoing teaching and supervision
Talk to us about a package

Reviews as needed

Buy review capacity in bulk and draw it down when you need it, with large discounts that grow with volume. Ideal for a thesis push, a grant deadline, or a one-off course.

  • Pay once, use across the year
  • Volume discounts at scale
  • No monthly commitment
Ask about volume pricing

Built to support education

Discounted pricing for labs, departments, and teaching programs, so students get reviewer-grade feedback before they submit.

Cost per seat

Pricing scales with how many students and researchers need access. Reach out and we will quote a per-seat rate for your program.

One shared workspace

Everyone in the lab or department works from the same pool of review capacity, with the same grounded, deterministic analysis.

Cost per seat

Reach out for a per-seat quote

Tell us about your program, how many students and researchers need access, and how you expect to use reviews. We will put together a monthly package or a discounted bulk plan priced per seat, built around your department. Proof of lab or education status is required to qualify for the discounted rate.

Contact us
For Conferences & Journals

More submissions, same standard

Take formatting checks, triage, and quality control off your reviewers' plates as volume grows. Every submission lands baseline-confirmed and reviewer-ready. The decision is still yours.

Conference Dashboard
Incoming

2,847

In Triage

342

Under Review

1,205

Flagged

23

SUB-2847Assigned

Scaling Laws for Neural Machine Translation

Review
Format OKHuman
SUB-2848Pending

Self-Supervised Learning for Medical Imaging

Triage
Format OKAI-assisted
SUB-2849Manual Review

Efficient Transformers for Long Sequences

Flagged
Off-templateLikely AI
SUB-2850Assigned

Graph Neural Networks for Drug Discovery

Review
Format OKHuman
SUB-2851Pending

Reinforcement Learning from Human Feedback

Triage
Needs fixesAI-assisted

Formatting checks

Confirm every submission meets the venue's baseline before a human opens it: template, page and length limits, anonymization, required sections, and references.

Triage

Sort and prioritize submissions by topic, quality signals, and reviewer availability, so the queue arrives ordered.

Risk flags

Catch the likely problems early: citation gaps, methodological concerns, and integrity flags worth a closer look.

Reviewer-ready, not auto-decided

The system confirms a submission passes baseline and prepares it for review. It never accepts or rejects. The decision stays with your reviewers.

Checked by the system, decided by your reviewers

ReviewerLens does not accept or reject anything. It confirms each submission passes baseline, covering formatting, integrity, and quality checks, so it reaches a reviewer's desk ready to read. The decision is always theirs.

Custom pricing

Tailored review for your conference or journal

This is not a thin wrapper around a chatbot. ReviewerLens runs a deterministic analysis pipeline that is reproducible across runs, grounded in sources you can verify, and tuned to your venue's criteria. Whether you run a conference, a journal, or a program with its own house rules, we build the pipeline around your use case: your submission format and templates, your compliance and anonymization gates, your scoring rubrics, and the reviewer workflows that fit how your committee actually decides. We work directly with program chairs and editorial boards to fit it to the way you already run review. Contact us for pricing built around your submission volume.

Contact us

Why not just paste it into a chatbot?

Because peer review needs grounding a general chatbot does not have: real citations, consistent scoring, and a human at the end.

Grounded citations

Points to real papers you can verify

ReviewerLens
Generic AI
Lit Search
Traditional

Structured evaluation

The same criteria and scoring every time

ReviewerLens
Generic AI
Lit Search
Traditional

Reviewer perspectives

Several reviewer angles, not one voice

ReviewerLens
Generic AI
Lit Search
Traditional

Conference workflows

Triage, assignment, and tracking

ReviewerLens
Generic AI
Lit Search
Traditional

Reproducible analysis

Same paper in, same results out

ReviewerLens
Generic AI
Lit Search
Traditional

Fast turnaround

A full report in minutes, not weeks

ReviewerLens
Generic AI
Lit Search
Traditional

Domain awareness

Tuned to your field, not generic

ReviewerLens
Generic AI
Lit Search
Traditional

Human oversight

A person makes the final call

ReviewerLens
Generic AI
Lit Search
Traditional

Where we're headed

We started with researchers vetting their own work. We're extending the same checks to the people who review everyone else's.

Available now

For researchers

Catch the weak spots in your paper before a reviewer does.

Early access

For conferences

Keep up with rising submission volume without lowering the bar.

Early access

For journals

Quality checks and editorial workflow that fit how you already work.

In development

Research integrity

Spotting fabrication, citation gaps, and integrity problems at scale.

Pay per review

No subscription required. Buy reviews when you need them. They never expire, and every one is a complete referee report, ready in seconds.

A professional pre-submission edit costs $200+ and takes weeks.

Beta pricing: 66% off every pack, for a limited time.
Beta · 66% off

Single

One complete referee report

$9$3

1 complete review

  • Three specialist reviewers: methodology, novelty & clarity
  • Area-chair consensus and verdict
  • Novelty score vs. prior work
  • Citation suggestions from real papers
  • Reference, figure & readability checks
  • Where to submit, ranked by fit
  • Private or zero-retention, your choice
Get 1 review
Most popularBeta · 66% off

Bundle

Review, revise, review again

$21$7$2.33 / review

3 complete reviews

  • Three specialist reviewers: methodology, novelty & clarity
  • Area-chair consensus and verdict
  • Novelty score vs. prior work
  • Citation suggestions from real papers
  • Reference, figure & readability checks
  • Where to submit, ranked by fit
  • Private or zero-retention, your choice
Get 3 reviews
Best valueBeta · 66% off

Value pack

Cover your whole submission cycle

$30$10$1.67 / review

6 complete reviews

  • Three specialist reviewers: methodology, novelty & clarity
  • Area-chair consensus and verdict
  • Novelty score vs. prior work
  • Citation suggestions from real papers
  • Reference, figure & readability checks
  • Where to submit, ranked by fit
  • Private or zero-retention, your choice
Get 6 reviews

Every pack is the same full report, but larger and subscription packs cost less per review. Reviewing for a department, lab, course, or journal? Talk to us.