Claims and contributions
A clear reading of what the paper says, what it contributes, and what its evidence needs to establish.
Envision Paper Audit
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
The audit turns a full manuscript into a set of focused questions, comparisons, and revision priorities you can act on.
A clear reading of what the paper says, what it contributes, and what its evidence needs to establish.
A comparison with the most relevant literature and the boundaries of the paper’s novelty.
A consolidated review that turns the most important findings into concrete next steps.
Six focused audits
Email in, audit out
After registration, submit each paper in a new email thread. The audit reports and any follow-up questions return by email.
Open your invitation link and send the prepared registration message from the address you want to use.
Start a new email thread with one manuscript PDF or one public paper link.
The review, revision priorities, and any follow-up messages are delivered back to your inbox.
Built from real reviewing practice
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 announcementInvitation-only research preview
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.
Your invitation is ready
We will prepare a registration email for you. Send it from the same address you enter below; access is activated when the email reaches the service. After confirmation, use a new email thread for each paper; the audit will be delivered to the same inbox.