Published framework · Reviewed August 19, 2026

How we research and rate crypto bots

Scores summarize product evidence. Confidence and research status show how complete and certain that evidence is.

Ratings cannot be purchased.Commercial relationships are excluded from score calculations and conclusions.
RT
Research byRiven Trust Research Desk

Product research, evidence review and claim verification

01

Four different research signals

The Expert Score measures product quality across eight categories. The Trust Score measures company, disclosure, permission and evidence factors. Risk Level summarizes material downside concerns. Research Status and Evidence Confidence communicate uncertainty. None predicts profit or replaces a user's security assessment.

Product quality

Controls, capabilities and practical usability.

Evidence quality

What can be traced to current, relevant sources.

Risk context

Permissions, incidents and unsupported claims.

02

Expert Score weighting

Each category receives a 0–100 score with a concise product-specific rationale. The published weight is applied once; values are summed and rounded.

Security
20%
Transparency
15%
Reputation
15%
Trading features
15%
Ease of use
10%
Pricing
10%
Customer support
5%
Performance evidence
10%
Expert Score = Σ (category score × category weight)

Example: an 80 Security score contributes 16 points because Security has a 20% weight. A polished feature set cannot erase missing performance evidence because each category remains visible.

03

Calculated Trust Score

Thirteen factors cover identity, registration, team, history, pricing, security, API permissions, withdrawals, documentation, performance claims, support, incidents and regulatory information. Factor weights total 100%, and production code calculates the final score. Editors do not enter it manually.

Unknown is a valid result. Not Disclosed, Not Verified and Not Available are not silently converted into positive assumptions.

04

Risk Level and Research Status

Risk Level

Low, Moderate, High or Critical reflects material product, permission, incident and trust concerns. It is not market-risk tolerance or a promise of safety.

Research Status

Verified, Partially Verified, Unverified or Under Review describes the state of the research record. Under Review flags profiles such as Quadency where current operator or product evidence remains materially uncertain.

05

Evidence Confidence and research coverage

Evidence Confidence does not mirror the score. High means broad, current coverage with a verified research status; Moderate means useful evidence with limitations; Limited means sparse sources, important gaps or an Under Review profile. A product can have a mid-range score and Limited confidence.

Research coverage reports nine areas: operator, terms, pricing, API documentation, security documentation, regulatory search, incident search, claims and current status. Coverage means the area was reviewed—not that the product is safe or the outcome favorable.

06

Source hierarchy and contextual attribution

Primary

Company terms, documentation, pricing, security pages and product disclosures. Best for what a provider says or offers, not independent validation.

Regulator

Regulatory databases, official notices and company registries. Used within their jurisdiction and entity scope.

Independent high authority

Audits or research with a clear method, accountable publisher and relevant scope.

Independent

Credible reporting that adds context but may not establish technical implementation.

  • Important legal, pricing, security and regulatory sections link to relevant sources in context.
  • Source labels distinguish company documentation from independent evidence.
  • An audit of a token or isolated component is not treated as assurance for an entire platform.
07

Claim verification

Claims are stored separately from scores with their category, original source, evidence, status and analyst conclusion.

Verified

Evidence supports the material meaning.

Partially Verified

Only part is supported or important limits apply.

Unverified

Sufficient supporting evidence was not found.

Unable to Verify

Available evidence does not permit a reliable conclusion.

Misleading

Existing evidence supports that the wording creates a materially inaccurate impression.

Explore the claim register
08

Incidents, score history and corrections

Material updates record the date, reason and relevant evidence. When a genuine update changes Expert Score, Trust Score, Risk Level or Research Status, the previous and new values can be preserved. We do not move scores to manufacture activity.

A “no qualifying incident identified” entry describes a bounded search, not proof that no incident occurred. Companies may submit evidence and a labeled response; submissions never change a score automatically. Read the corrections process.

Human editorial responsibility

Automation or AI may assist organization and quality checks, but the accountable research desk remains responsible for sources, conclusions, corrections and publication.