Envision Paper Audit

See your paper
before reviewers do.

Envision Paper Audit gives researchers a rigorous second look at a manuscript before submission—across novelty, methods, experiments, scholarship, presentation, and impact.

What you get

A sharper view of the work you already know.

The audit turns a full manuscript into a set of focused questions, comparisons, and revision priorities you can act on.

01

Claims and contributions

A clear reading of what the paper says, what it contributes, and what its evidence needs to establish.

02

Prior-work context

A comparison with the most relevant literature and the boundaries of the paper’s novelty.

03

Revision priorities

A consolidated review that turns the most important findings into concrete next steps.

Six focused audits

The paper, examined from every consequential angle.

  1. 01Contribution & Novelty
  2. 02Method Scrutiny
  3. 03Experimental Validation
  4. 04Scholarly Standards
  5. 05Presentation
  6. 06Impact Assessment

Email in, audit out

The whole exchange happens in your inbox.

After registration, submit each paper in a new email thread. The audit reports and any follow-up questions return by email.

  1. 01

    Register your email

    Open your invitation link and send the prepared registration message from the address you want to use.

  2. 02

    Send one paper

    Start a new email thread with one manuscript PDF or one public paper link.

  3. 03

    Receive the audit

    The review, revision priorities, and any follow-up messages are delivered back to your inbox.

Built from real reviewing practice

Reviewing experience, turned toward the author.

Ying-Cong Chen was recognized among ICML 2026’s top 25% of reviewers and received complimentary conference registration. ICML 2026 also introduced a permissive policy for constrained LLM assistance in reviewing, reflecting the field’s growing exploration of AI-supported review work.

Read the ICML 2026 reviewer announcement

Invitation-only research preview

A small circle, for now.

Envision Paper Audit is currently open to a small group of researchers. If you received an invitation link, use it to register the email address from which you will submit papers. Once registered, send each paper in a new email thread and receive the audit by email.

For your own papers only. This is an internal research tool for invited users. Please do not share your invitation or access, and do not use it to review other researchers’ papers. Use it only for manuscripts you authored or co-authored.

Access is currently by invitation.