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Lab Pilot · for labs & research programs

Pre-submission review for your whole lab

Give every member of your lab a consistent pre-submission quality-control checkpoint, in one shared portal, on your lab's budget.

General AI access helps researchers create and analyze. Manusights is the separate review layer for finished drafts: the reviewer-calibrated engine behind our Full Review, shaped by early work with 35+ CNS-experienced reviewers and senior scientists, with pooled credits, a shared record, and memory across every revision.

Where Manusights fits

1. Create

Researchers use the literature, analysis, writing, and AI tools that fit their work.

2. Stress-test

Manusights applies one reviewer-calibrated pre-submission standard to the finished draft.

3. Decide

The author and PI use the findings, revision record, and their own judgment before submission.

This is a quality-control workflow, not another general AI seat and not a replacement for PI judgment or journal peer review.

The two things that slow your lab's papers down

The PI bottleneck

Internal review waits on one calendar. Trainees get feedback late, or not at all, and revise blind in between.

Lost institutional memory

What got flagged on draft v1 lives in your head or a buried thread. When a postdoc graduates, their standards leave with them.

Strong internal review works because it catches target-journal fit, claim-support, and methods-risk problems before submission. Few labs have time to run that consistently on every draft. The Lab Pilot makes the first pass consistent, fast, and easy to evaluate before a recurring commitment.

Two ways to start

What a paid pilot usually includes

Review pool

Usually 10-25 Full Review credits for one lab, research program, or writing-support group.

Seats

Lab members can participate during the scoped pilot, with one PI or administrator as the billing owner.

Billing

Procurement card for faster starts, or invoice/PO when your institution needs purchasing paperwork.

Expansion path

If usage is real, the pilot can roll into a recurring lab plan with replenished credits and the same workspace history.

The pilot is meant to answer one commercial question: does the lab have recurring manuscript throughput that makes a shared subscription more useful than buying reviews one at a time?

What your lab gets

Feedback on every draft, without waiting on the PI

Every member gets a structured, senior-reviewer-grade review the moment a draft is ready. The PI reviews a stronger v2 instead of being the bottleneck on v1.

One quality-control standard for the whole lab

The same reviewer-calibrated checkpoint for every trainee, regardless of which research or writing tools they used upstream.

It remembers your last revision

Re-upload a revision and the engine reviews it against what it flagged before, showing what is fixed and what is still open across every round.

Institutional memory that survives graduation

Every review and revision round is kept in the lab portal, so your lab's standards outlive any one member and onboard new ones faster.

How the Lab Pilot works

1

Your lab gets a shared portal

A lab-scoped workspace with a pool of review credits and seats for the whole team.

2

Anyone uploads a draft

A member submits a manuscript and gets a structured AI review in minutes, drawing from the pool.

3

Revisions are tracked

Re-upload a new version; the engine reviews it against the prior round and tracks fixed vs. still-open.

4

You see usage and top up

The PI sees what the lab reviewed and can add credits anytime. No per-seat fees.

Pricing & budget

Pilots are priced per lab, with pooled review credits and a shared workspace. We're onboarding a first set of labs manually, so pricing is set per lab: tell us your size, throughput, and purchasing path, and we'll scope the pilot before any recurring plan.

Expensable

Fits a typical PI-discretionary line; no procurement queue for most labs.

Card or invoice/PO

Pay by procurement card, or annual invoice/PO with a W-9 for grant-funded budgets.

Vendor-review support

DPA discussion, W-9, data-handling notes, and security materials are available when your institution asks.

Typical budget line:

Other Direct Costs · Professional Services · Electronic Resources

Budget justification language you can copy
Manusights provides a standardized, AI-assisted pre-submission quality-control checkpoint for the research group. It complements general research and writing tools by evaluating finished drafts for scientific rigor, methodological soundness, statistical reporting, citation integrity, and clarity before journal submission. The reviewer-calibrated workflow keeps a review record across revision rounds in a shared lab portal. Billing: paid pilot scoped per lab, payable by procurement card or invoice/PO. W-9 available. Recurring renewal is evaluated after usage and manuscript volume are clear. Deliverable: a structured written evaluation per manuscript, with specific recommendations and cross-revision tracking.

When a recurring plan is worth renewing

A recurring lab plan should retain because it becomes part of the manuscript workflow, not because a team is paying for abstract access to AI. We look for renewal fit during the pilot.

Researchers upload more than one draft or revision round
The PI can see review activity without chasing separate email threads
A manuscript moves from first draft to resubmission inside the same workspace
The lab has enough annual manuscript flow to make pooled credits cheaper than one-off purchases

Questions PIs ask

Is our unpublished work safe in a shared portal?

Your lab gets a private, lab-scoped workspace with no cross-lab visibility. Manuscript content is not used to train Manusights or model-provider models, access is limited to the review workflow, and a data-processing agreement can be discussed during review. Manusights is not a HIPAA service and must not receive PHI, HIPAA limited data sets, FERPA-covered records, export-controlled material, or other regulated content. De-identify the manuscript through your institution's approved process or do not upload it.

We already do journal club. Why this?

Journal club reviews other people's published papers and builds judgment, but it never touches your lab's own unpublished drafts and leaves no record of what was flagged. The portal closes that gap and keeps the record.

Is AI feedback trustworthy?

The engine is calibrated from early work with 35+ CNS-experienced reviewers and senior scientists, with citation-integrity and statistical-reporting checks built into the workflow. Treat it as a strong first pass that makes the PI's read faster, not a replacement for it. It is review, not editing, ghostwriting, live human peer review, or a guarantee of acceptance.

For graduate programs and writing centers

Graduate programs, writing centers, and research offices can give students and postdocs a shared way to get a rigorous scientific read before their first submissions to high-impact journals, alongside existing writing support.

Works alongside departmental writing support
Useful for first submissions to Nature, Science, Cell tier
Scientific critique, not editing or ghostwriting
Confidential, with no content shared with the institution

To discuss program or department access, contact team@manusights.com.

From a research library?

We maintain a free reference library of guides on peer review, open access, reporting guidelines, and manuscript submission, all CC BY 4.0 licensed and permanently maintained.

See the librarian resource page

Want to set your lab up with a pilot?

Talk to us about a lab pilot

Or have a researcher run the free Readiness Scan on one paper first. Individual reviews are one-time purchases, no subscription.

W-9, invoicing, and PO support available for institutional purchasing.