SysRev

What SysRev does

Sysrev is a cloud-based, AI-assisted document review platform operated by Insilica LLC, a privately held Maryland LLC. The platform enables systematic literature reviews and structured data extraction from documents in multiple formats (PDFs, title-abstract pairs, plain text, and structured JSON). Its core technical capabilities include an Auto-Labeler for automated document labeling, eLDA topic modeling for exploratory mapping of research fields, interconnected multi-phase project workflows, and support for boolean, categorical, string, and tabular data extraction. The platform supports hybrid AI-human review flows, allowing users to combine automated extraction with manual reviewer oversight.

Sysrev serves academic researchers and universities, consulting and research organizations, and industrial/manufacturing users with high-volume compliance document needs, including chemical safety data sheet processing. Documented customers include Carnegie Mellon University (academic systematic review research), ToxStrategies (toxicology consulting), and Foresight Management (industrial SDS processing). The company also operates a Contract Reviewer marketplace in which Sponsors fund per-review payments to distributed reviewers.

The business model combines a freemium self-serve PLG motion with a tiered paid structure. A free tier supports unlimited public projects and reviewers; a Premium tier is priced at $50 per member per month and adds Auto-Labeler, Analytics, Group Labels, and private projects; and a custom Enterprise tier adds SSO, priority support, invoice billing, unique data sources, customized feature development, and contracted expert reviewers. Additional revenue comes from sponsor-funded Contract Reviewer payments on the platform. Marketing relies on case studies, documentation, academic citations, and demo-request-driven enterprise sales. The company is bootstrapped, with no disclosed funding, and emphasizes data portability and user ownership of extracted data.

Name

SysRev

Legal name

Insilica LLC

Website

https://sysrev.com

Company type

Private

Founded year

2017

Operating status

Operating

Headcount range

1–10 employees

Short description

Sysrev is an AI-assisted document review and data extraction platform that helps academic researchers, consulting firms, and industrial users run systematic literature reviews and compliance document processing via a freemium, tiered SaaS model with an optional crowdsourced reviewer marketplace.

Ownership category

akta.pro rank

Product category

AI Document Review Software

NAICS

Web Search Portals and All Other Information Services (519290), Research and Development in the Social Sciences and Humanities (54172)

SIC

Services-Prepackaged Software (7372), Services-Computer Processing & Data Preparation (7374)

akta.pro primary industry

Human Oversight, Review & Content Moderation Tooling (HDAAAMAH)

Keywords

• AI document review
• Systematic literature review
• Automated data extraction
• Research workflow software
• Document labeling platform

Headquarters

HQ city

Bethesda

HQ country

United States

HQ region

North America

Markets served

GTM type

B2B

Offering type

Software

Cost components

Technology or R&D, Personnel, Infrastructure, Marketing or Sales, Operations

Revenue model

1. Premium Subscription: Per-member monthly subscription at $50/month providing access to advanced collaboration tools, private projects, analytics, auto-labeler, and group labels.
2. Enterprise Custom Pricing: Customized enterprise plans with priority support, SSO, access provisioning, invoice billing, unique data sources, customized feature development, and contracted expert reviewers.
3. Private Sysrev Subscription: Subscription model for private projects with sponsors paying per review cycle for hosting and operation of private document reviews.
4. Contract Reviewer Payments: Platform facilitates payment from Sponsors to Contract Reviewers for completed document reviews. Sponsor deposits funds and sets per-review pricing.

Pricing tiers

Go-to-market motion1 record

Distribution channels2 records

Marketing channels4 records

Core offering

SysRev is a cloud-based, AI-powered document review and data extraction platform that helps researchers and organizations conduct systematic literature reviews and extract structured data from documents (PDFs, plain text, title-abstract pairs, and structured JSON). Its Auto Labeler capability automates labeling and data extraction using natural language processing, and the platform supports multi-phase interconnected review workflows for collaborative and hybrid AI-human review at scale.

Product overview

SysRev offers a unified document review platform with tiered pricing. The core Sysrev Platform enables AI-powered document review and data extraction from PDFs, text, and structured formats. Premium tier adds the Auto Labeler for automated labeling, Sysrev Analytics for tracking, and Group Labels for organization. Enterprise tier includes priority support, SSO, custom data sources, and contracted expert reviewers.

Differentiator

Problem solved

Functional benefit

Products and services

• Sysrev Platform Cloud-based AI-powered document review platform enabling systematic literature reviews, data extraction, and hybrid AI-human workflows for researchers, academic institutions, consulting firms, and enterprises. Supports PDFs, plain text, title-abstract pairs, and structured JSON, with capabilities for boolean, categorical, string, and tabular data extraction.

Quantifiable outcome

• 80% reduction in SDS processing time (from 10 minutes to 2 minutes per document)
• +3 more outcomes

Named customers3 records

Segments4 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability4 records

Feature6 records

Scale indicators4 records

Recent moves5 records

Expansion highlights5 records

Direct peers

• Covidence: Systematic review management platform widely used by Cochrane reviewers and academic institutions for screening and data extraction, overlapping heavily with Sysrev's academic use cases.
• Scite: AI citation analysis platform that classifies scientific claims using Smart Citations, competing for academic researcher budgets and offering document-level evidence extraction capabilities.
• Iris.ai: AI engine for scientific R&D that processes and maps research documents across pharma and chemicals, competing for enterprise R&D document review and literature analysis workflows.
• DistillerSR: Enterprise systematic review software used by pharma, medical device, and academic researchers for reference screening and data extraction, competing for the same systematic literature review budget.
• Rayyan: AI-assisted systematic review screening tool used by researchers worldwide for collaborative citation screening and data extraction, directly competing for academic and healthcare review teams.
• Elicit: AI research assistant that helps researchers find, read, and synthesize academic papers using LLMs for literature review workflows—directly competing with Sysrev's academic systematic review use case.
• Consensus: AI-powered academic search engine that extracts and summarizes findings from peer-reviewed studies, targeting the same researcher audience seeking AI-assisted literature synthesis.

Broad incumbents

• Microsoft Copilot: Microsoft's general-purpose AI assistant with document summarization and analysis features bundled into Microsoft 365, posing broad incumbent competition to specialized review tools like Sysrev.

Emerging players

• Notably: AI-powered research analysis platform for user research and qualitative analysis, sharing document tagging, label extraction, and collaborative review capabilities with Sysrev.
• Litmaps: Literature mapping and discovery tool for researchers that visualizes citation networks, overlapping with Sysrev's research field mapping and academic workflow use cases.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks5 records

Key highlights6 records

Customer concentration

• Xx.com/sysrev1

Revenue estimate

Valuation estimate

Number of profiles

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about SysRev