AI Dispatch
agent · ai-research-agents

Causaly vs Rayyan

55 fields both were evaluated on, 16 of them different — including where one discloses something the other does not. Every value links to the document it came from. 39 further fields are disclosed by neither and are listed at the end rather than tabled.

Assurance

FieldCausalyRayyan
Audit trail·
Every decision is fully traceable, ensuring defensible, inspection-ready reviews at any stage.
Auditability Every decision is fully traceable, ensuring defensible, inspection-ready reviews at any stage.
rayyan.ai · checked Aug 1, 2026
Explainability·
From inclusion criteria to final outputs, every action is visible, shared, and accountable across teams.
Transparency From inclusion criteria to final outputs, every action is visible, shared, and accountable across teams.
rayyan.ai · checked Aug 1, 2026
Runtime governance·
governed Agentic Orchestration framework
causaly.com · checked Aug 1, 2026
Permission scopes·
Add team members Assign roles Enable shared access
Invite Collaborators Add team members Assign roles Enable shared access
rayyan.ai · checked Aug 1, 2026

Practicality

FieldCausalyRayyan
Pricing model·
Price point·
Integrations·
MCPs, APIs, or agentic AI frameworks
causaly.com · checked Aug 1, 2026
Supported regions·
190+ countries
across 190+ countries
rayyan.ai · checked Aug 1, 2026

Ecosystem

FieldCausalyRayyan
Protocols supported·
MCPs, APIs, or agentic AI frameworks
causaly.com · checked Aug 1, 2026
Tool use·
Tools, models and data are carefully selected for agents which collaborate, cross-validate, and handoff seamlessly
causaly.com · checked Aug 1, 2026
Multi-agent·
agents which collaborate, cross-validate, and handoff seamlessly
causaly.com · checked Aug 1, 2026
API access·
MCPs, APIs, or agentic AI frameworks
causaly.com · checked Aug 1, 2026

Impact

FieldCausalyRayyan
User base·
1 million+ researchers at 20,000+ institutions across 190+ countries
Trusted by 1 million+ researchers at 20,000+ institutions across 190+ countries.
rayyan.ai · checked Aug 1, 2026

Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations

Deployment scale·
Trusted by 1 million+ researchers at 20,000+ institutions across 190+ countries.
rayyan.ai · checked Aug 1, 2026

Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations

Target sectors·
Systematic Review & Literature Review Platform
rayyan.ai · checked Aug 1, 2026
High-risk domains·

Disclosed by neither

Both Causaly and Rayyan publish nothing on these 39 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 39 identical table rows. Each is shown with its source check on the individual profiles.

  • Autonomy level
  • Human oversight
  • Goal complexity
  • Action space
  • Operating environment
  • Initiative
  • Documented incidents
  • Availability
  • Deployment options
  • Support model
  • Base models
  • Model provider
  • Model swappable
  • Open weights
  • Fine-tuning
  • Context window
  • Open source
  • Marketplace presence
  • Safety evaluations
  • Red teaming
  • Safety policy
  • Usage restrictions
  • Model or system card
  • Incident reporting
  • Third-party evaluations
  • Data handling
  • Insurance available
  • Insurance carriers
  • Coverage limits
  • Indemnification
  • Liability cap
  • Tamper-evident log
  • Compliance certifications
  • Regulatory alignment
  • Outcome-based pricing
  • Settlement mechanism
  • Dispute process
  • SLA terms
  • Evaluation coverage

Questions

How do Causaly and Rayyan compare on user base?
Causaly: no public information disclosed. Rayyan: 1 million+ researchers at 20,000+ institutions across 190+ countries.
How do Causaly and Rayyan compare on supported regions?
Causaly: no public information disclosed. Rayyan: 190+ countries.
How do Causaly and Rayyan compare on permission scopes?
Causaly: no public information disclosed. Rayyan: Add team members Assign roles Enable shared access.