Sysrev

What it does

Sysrev is an evidence-review workspace for research teams, toxicologists and other people working with literature and documents. Teams import records and PDFs, define labels, invite reviewers, resolve disagreements and export results. Its Auto-labeler uses AI to propose answers from citation metadata or full documents, with human validation and comparison against reviewer answers. Label prompts, content scope and model choice determine what is extracted.

Start with a Sysrev account, create a project and define the review labels. Public projects are free, while private projects and AI labeling have paid requirements. Auto-labeling requires Premium or Enterprise access and available project funds. Premium is $50/month with $25 monthly Auto-labeler credit; additional model-specific charges depend on records, labels and whether citations or full text are processed. Sysrev shows a run-cost breakdown before execution. Premium limits running Auto-labeling to the account owner; Enterprise permits project administrators. Review AI answers before using them in scientific or regulatory conclusions.

What it can do

• Organize records and PDFs into review projects
• Define labels and review instructions
• Generate AI label suggestions from citations or full text
• Compare AI and human review answers
• Resolve reviewer disagreements
• Export reviewed data

Works with

• OpenAI GPT-4o
• Google Gemini 2.5 Flash

Before you choose

• Auto-labeling requires paid access and project funds; a free public project does not provide free AI usage.
• Run cost depends on records, active labels, content scope and chosen model.
• Account and project permissions control who can run Auto-labeling; validate results with human reviewers.

Listed under

• Data
• Evidence synthesis
• Human-in-the-loop
• Literature review
• Regulatory
• Regulatory science
• Research teams

Get started

1. Create or sign in to a Sysrev account and create a project.
2. Add literature records and any attached PDFs, then define labels for review.
3. Invite reviewers; for Auto-labeling, ensure the account and project meet its paid-access requirements.

Premium includes $25 monthly Auto-labeler credit. Model rates are USD per title/abstract or full text and vary with labels and records. Gemini 3.1 Flash Lite: $0.01/$0.03; Gemini 3.5 Flash: $0.05/$0.15; GPT-4o: $0.04/$0.12. JSON-lines and markdown use full-text rates. Gemini 2.5 Flash is listed as shutting down October 16, 2026 and is not represented as current. Public non-AI projects are free; Enterprise terms require confirmation.

Source: help.sysrev.com/en/article/adding-funds-to-the-auto-label, checked 1 Nov 2026. Prices can change; check before you buy.

Sources for this overview

Product pages, documentation, and pricing checked 1 Nov 2026. Each source supports part of the overview; availability and prices can change.

• Products — Insilica ↗insilica.co
• Sysrev — SRVC documentation ↗docs.sysrev.com
• Auto-labeler pricing and payments - How can we help? ↗help.sysrev.com
• Sysrev ↗www.sysrev.com
• Insilica — Scientific Intelligence ↗insilica.co
• About — Insilica ↗insilica.co
• How can we help? ↗help.sysrev.com
• FAQs - How can we help? ↗help.sysrev.com
• Sysrev ↗sysrev.com
• Overview of Sysrev's Auto-labeler - How can we help? ↗help.sysrev.com
• How to use the Auto-labeler - How can we help? ↗help.sysrev.com

Company website

sysrev.com: product, pricing and policy pages

YC directory mirror

Batch and company name

Human review

Checked by a person

knowledge_base

manual_review

Last checked 1 Nov 2026. Every field keeps its source and date; unknown means we couldn’t confirm it.