agent · ai-research-agents

Rayyan

rayyan.aievidence retrieved Aug 1, 2026 – Aug 14, 2026view as JSON all ai-research-agents entries 20 alternatives

ThinFewer than 12 fields evidenced — this vendor discloses little, or we have read little of it

9 fields evidenced · 50 with no public information. Every value below links to the document it came from and the date we checked it.

4 of those are quoted but not yet interpreted: we hold the source sentence and the date we read it, but nobody has written the answer to the question yet. Those rows show the quote and say so rather than repeating it back as an answer. Why these exist

2 of the evidenced values quote wording our own later capture of the same page no longer contains. Marked below, awaiting an editor.

Trust gap

How this is scored

These scores are automated. A 1 or 2 counts how many fields this entry answers with a citation — not what those answers say. A 0 means every field for that dimension is recorded as undisclosed and none of the pages we captured mentions it. No one has scored this entry against the rubric yet.

Runtime governance

1/3 auto

Are scope, spend, and authority enforced while the agent runs?

Scored from 1 evidenced field(s): permission_scopes. Automated score; capped at 2 pending review.

Counts Permission scopes, each cited below.

Audit trail

1/3 auto

Is there a tamper-evident record of what it actually did?

Scored from 1 evidenced field(s): audit_trail. Automated score; capped at 2 pending review.

Counts Audit trail, each cited below.

Compliance

unscored

Are compliance obligations attached per engagement?

Outcome settlement

unscored

Does payment depend on a verified result?

Insurance & indemnity

unscored

Can the deployment be insured, and is the customer indemnified?

Assurance

Insurance available: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Own liability cover: no public information
rayyan.ai · checked Aug 14, 2026 · source did not state this
Insurance carriers: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Coverage limits: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Indemnification: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Liability cap: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
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
Tamper-evident log: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
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: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
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
Compliance certifications: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Regulatory alignment: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Outcome-based pricing: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Settlement mechanism: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Asset custody: no public information
rayyan.ai · checked Aug 14, 2026 · source did not state this
Dispute process: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
SLA terms: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Evaluation coverage: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Self-reported performance: no public information
rayyan.ai · checked Aug 14, 2026 · source did not state this

Agency

Autonomy level: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Human oversight: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Goal complexity: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Action space: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Operating environment: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Initiative: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this

Safety

Safety evaluations: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Red teaming: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Safety policy: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Usage restrictions: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Model or system card: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Incident reporting: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Third-party evaluations: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Data handling: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this

Practicality

Pricing model: not yet interpreted
“Free forever for basic use”
rayyan.ai · checked Aug 1, 2026
Price point: not yet interpreted
“Free forever for basic use”
rayyan.ai · checked Aug 1, 2026
Availability: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Deployment options: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Integrations: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Supported regions: 190+ countries
“across 190+ countries”
rayyan.ai · checked Aug 1, 2026
Support model: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this

Foundation models

Base models: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Model provider: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Model swappable: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Open weights: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Fine-tuning: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Context window: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this

Ecosystem

Protocols supported: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Tool use: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Multi-agent: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
API access: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Open source: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Marketplace presence: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this

Impact

User base: 1 million+ researchers at 20,000+ institutions across 190+ countries
“Trusted by 1 million+ researchers at 20,000+ institutions across 190+ countries.”
Not in our latest capture. This quote was on the page when we filed it. We captured the same page again on Sep 2, 2026 and it was not there. The value above has not been re-checked by an editor yet. How we re-check citations
rayyan.ai · checked Aug 1, 2026
Deployment scale: not yet interpreted
“Trusted by 1 million+ researchers at 20,000+ institutions across 190+ countries.”
Not in our latest capture. This quote was on the page when we filed it. We captured the same page again on Sep 2, 2026 and it was not there. The value above has not been re-checked by an editor yet. How we re-check citations
rayyan.ai · checked Aug 1, 2026
Target sectors: not yet interpreted
“Systematic Review & Literature Review Platform”
rayyan.ai · checked Aug 1, 2026
High-risk domains: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Documented incidents: no public information
rayyan.ai · checked Aug 1, 2026 · source did not state this
Market recognition: no public information
rayyan.ai · checked Aug 14, 2026 · source did not state this

Compared with

Side-by-side on the fields where Rayyan and the other entry are both on record and actually differ.