Document Type: Framework
Status: Canon
Version: v1.0
Authority: Compliance Brain
Applies To: All MWMS outputs containing claims relating to outcomes, performance, health, finance, or results
Parent: Compliance Brain Canon
Last Reviewed: 2026-04-15
Purpose
Claims Risk Framework defines how MWMS evaluates the defensibility of claims used across marketing, content, offers, and conversion environments.
Claims create expectation.
Expectation creates accountability.
Unsupported expectations increase enforcement exposure.
Claims must remain proportionate to available evidence.
Claims Risk Framework protects MWMS from misrepresentation risk, platform enforcement exposure, and consumer protection conflict.
Defensible claims support sustainable scaling.
Scope
This framework applies to claims relating to:
performance outcomes
financial results
income potential
health improvements
time-based results
comparative superiority
certainty language
testimonial implications
implied guarantees
claims derived from research interpretation
Claims Risk Framework governs evaluation of claim defensibility.
It does not govern:
strategy positioning decisions
pricing decisions
offer creation logic
statistical experiment design
Those remain governed by:
Strategy Brain
Finance Brain
Experimentation Brain
Compliance Brain ensures claims remain externally defensible.
Core Principle
Claims must remain aligned with available evidence.
Stronger claims require stronger proof.
Weak proof requires moderated language.
Unmoderated claims increase enforcement exposure.
Defensible claims protect system durability.
Claims must remain proportionate, supportable, and transparent.
Claim Categories
Performance Claims
Statements implying improvement in results or outcomes.
Examples:
improved conversion performance
increased efficiency
improved optimisation outcomes
performance uplift language
Risk increases when performance claims imply guaranteed improvement.
Income and Financial Claims
Statements implying revenue generation or financial gain.
Examples:
earn income
generate profit
increase earnings
replace salary
financial outcome framing
Income claims carry elevated enforcement sensitivity.
Income certainty language increases violation risk.
Health and Wellbeing Claims
Statements implying physical or mental improvement.
Examples:
reduce symptoms
improve health
increase wellbeing
medical outcome implications
Health claims require high evidence clarity.
Unsupported medical claims create high enforcement exposure.
Time-Based Claims
Statements implying speed of results.
Examples:
fast results
rapid improvement
immediate outcomes
accelerated progress
Time compression language increases expectation sensitivity.
Evidence clarity required for speed-related claims.
Superiority Claims
Statements implying better performance than alternatives.
Examples:
best performing
superior method
more effective
highest conversion
Superiority claims require comparative evidence clarity.
Unsupported comparison increases misrepresentation risk.
Certainty Language
Statements implying guaranteed outcomes.
Examples:
guaranteed results
proven outcome certainty
predictable success
no-failure framing
Certainty language increases enforcement sensitivity.
Guarantee language requires strong substantiation or must be avoided.
Testimonial Implications
Statements implying results based on user experience.
Examples:
user results examples
customer stories
case outcomes
testimonial framing
Testimonials must not imply universal outcomes.
Testimonial clarity must avoid misleading expectation.
Risk Signals
Claim risk increases when:
certainty language exceeds evidence strength
statistical support unclear
claims imply guaranteed results
timeframe claims lack supporting evidence
comparison claims lack proof basis
testimonial implications imply typical outcomes
implied expectation exceeds evidence scope
Claim framing must remain proportionate.
Evidence strength must support language strength.
Evidence Alignment Model
Each claim must be evaluated against:
evidence strength
evidence clarity
evidence relevance
evidence transparency
evidence accessibility
Evidence must support claim interpretation.
Evidence must be available when required.
Absent evidence increases defensibility risk.
Language Moderation Rules
Language strength must adjust to evidence strength.
Examples:
strong evidence supports confident language
moderate evidence supports cautious language
limited evidence requires exploratory language
uncertain evidence requires removal or revision
Moderated language reduces misrepresentation exposure.
Implied Claim Risk
Claims may exist even when not explicitly stated.
Examples:
visual implication of unrealistic outcome
implied speed expectation
implied income certainty
implied health improvement
implied universal result expectation
Implied claims must be evaluated as explicit claims.
Perception risk must be considered.
Relationship to Other Frameworks
Compliance Brain Canon
defines overall compliance authority posture
Compliance Classification Framework
defines structured compliance categories
Policy Escalation Framework
defines escalation triggers for high-risk claims
Data and Platform Compliance Framework
defines platform-specific compliance considerations
Risk Brain
identifies structural fragility exposure
Claims Risk Framework improves defensibility consistency.
Failure Modes Prevented
overstated outcome expectations
implied guarantees
unsupported comparative superiority
exaggerated timeframe claims
testimonial misinterpretation
unrealistic performance framing
Claims discipline improves external defensibility.
Drift Protection
The system must prevent:
claim language strength increasing without evidence strength
implied guarantees emerging unintentionally
testimonial interpretation drifting toward universal expectation
comparison claims lacking substantiation
performance optimism exceeding evidence clarity
Claim defensibility must remain aligned with evidence clarity.
Architectural Intent
Claims Risk Framework ensures MWMS communicates outcomes responsibly.
Responsible communication reduces enforcement exposure.
Reduced exposure improves execution continuity.
Stable execution continuity supports system durability.
Claims discipline strengthens sustainable scaling.
Final Rule
If claim strength exceeds evidence strength, enforcement exposure increases.
Increased exposure threatens execution continuity.
Claims must remain proportionate to evidence clarity.
Change Log
Version: v1.0
Date: 2026-04-15
Author: MWMS HeadOffice
Change:
Initial creation of Compliance Brain Claims Risk Framework defining structured model for evaluating defensibility of performance, financial, health, time-based, comparative, certainty, and testimonial claims across MWMS outputs.
END COMPLIANCE BRAIN CLAIMS RISK FRAMEWORK v1.0