Content Brain E E A T Content Trust Framework

Document Type: Framework
Status: Active
Version: v1.1
Authority: Content Brain under HeadOffice governance
Applies To: All Content Brain Planning, Production, Editing, Review, Approval, Publishing Preparation, Refresh, Repurposing And Lifecycle Work Where Credibility, Evidence, Transparency Or Audience Trust Is Material
Parent: Content Brain
Enforcement Mode: Operational
Last Reviewed: 2026-06-15

Content Brain E E A T Content Trust Framework

Purpose

The Content Brain E E A T Content Trust Framework defines how MWMS establishes and protects content trust through:

genuine experience
relevant expertise
appropriate authority
factual accuracy
evidence quality
transparency
realistic claims
disclosure
visible limitations
review
correction responsibility
human accountability

This Framework applies across the full Content Brain system.

It is not limited to SEO content.

It applies wherever an audience may rely on content to:

understand a subject
make a decision
compare options
evaluate an offer
follow instructions
take action
trust a recommendation
assess risk
use a product or service
engage with MWMS or an associated business

Core Principle

Trust must be earned through the quality and integrity of the content.

Trust must not be manufactured through:

fabricated experience
invented credentials
false authority
fake testimonials
misleading reviews
unsupported claims
hidden affiliations
deceptive advertorial presentation
exaggerated certainty
false urgency
false scarcity
AI-generated proof presented as real

Experience, expertise and authority may strengthen content.

Trustworthiness governs whether those signals should be believed.

Where trustworthiness conflicts with persuasion, speed, ranking or conversion, trustworthiness takes priority.

Framework Objective

This Framework exists to ensure MWMS content is:

accurate
honest
appropriately sourced
transparent
defensible
clear about uncertainty
clear about affiliations
clear about limitations
suitable for its risk level
reviewed by the correct authority
accountable after publication

The Framework must prevent:

fabricated authority
false firsthand experience
unsupported expertise claims
weak or misleading sourcing
vendor marketing being presented as independent proof
hidden commercial relationships
misleading comparison content
deceptive advertorials
unverified high-risk guidance
trust signals being added only as conversion devices
AI creating false experience or credibility
outdated content remaining live without review
approved content being changed without control

Scope

This Framework applies to:

Website Content

home pages
about pages
service pages
product pages
category pages
local pages
landing pages
bridge pages
pre-sell pages
advertorials
review pages
comparison pages
buyer guides
FAQ pages
authority pages
pillar pages
topic hubs
supporting pages
knowledge-base pages
onboarding pages

Article Content

educational articles
informational articles
commercial articles
affiliate articles
reviews
comparisons
buyer guides
how-to articles
case studies
authority articles
research-led articles
search-led articles
refreshed articles

Social Content

Facebook posts
Instagram captions
Instagram carousels
LinkedIn posts
X posts
X threads
YouTube community posts
TikTok content
social series
comment-response content
educational social content
promotional social content

Scripted Content

YouTube scripts
YouTube Shorts scripts
TikTok scripts
Instagram Reel scripts
webinar scripts
video sales letter scripts
explainer scripts
product demonstration scripts
podcast scripts
voiceover scripts
presentation scripts
training scripts
advertising scripts

Advertising Content

hooks
headlines
primary copy
descriptions
search ads
display ads
native ads
YouTube ads
Meta ads
TikTok ads
advertorial copy
pre-sell copy
CTA variations
creative variations

Email And Newsletter Content

newsletters
promotional emails
educational emails
welcome sequences
nurture sequences
launch sequences
affiliate promotional sequences
re-engagement sequences
post-purchase emails
subject lines
preview text

Manuals Guides And Documentation

instruction manuals
implementation guides
user guides
playbooks
standard operating procedures
reports
white papers
ebooks
workbooks
checklists
lead magnets
onboarding packs
client documents
course lessons
training materials
internal documentation
knowledge-base content

Content Packs

affiliate content packs
website packs
campaign packs
product packs
social packs
video packs
email packs
documentation packs
launch packs
repurposing packs

Lifecycle Work

refresh
expansion
correction
merge
repurposing
localisation
consolidation
relinking
retirement
archive preparation

What This Framework Does Not Govern

This Framework does not independently govern:

broad research authority
offer approval
campaign approval
advertising budgets
bidding
targeting
campaign optimisation
formal statistical test validity
final legal interpretation
final medical interpretation
final financial interpretation
publication authority
deployment authority
plugin implementation
worker activation
AI Employee activation
Brain Room routing
automatic M handoff

Those remain governed by the relevant Brain, human authority, protocol, framework or authorised system.

E E A T Definition

Experience

Experience means genuine involvement with the subject.

It may include:

using a product
delivering a service
completing a process
testing a method
observing a real outcome
working in a relevant field
supporting real users
analysing real operational results
documenting real implementation lessons

Experience must be:

real
relevant
supportable
represented accurately

Experience must not be invented because it would make the content more persuasive.

Expertise

Expertise means relevant knowledge or skill sufficient for the content task.

Expertise may be demonstrated through:

accurate explanation
correct terminology
sound reasoning
appropriate evidence
practical knowledge
qualified review
recognised training
professional experience
technical competence
transparent methodology

Expertise does not require fame.

Expertise must be relevant to the subject and the risk level.

Authoritativeness

Authoritativeness means the content, source, author, reviewer, organisation or method has credible standing in the relevant context.

Authority may come from:

recognised subject knowledge
demonstrated competence
reputable source material
official records
established business responsibility
specialist review
transparent methodology
relevant credentials
trusted industry standing
consistent accurate work

Authority must not be implied through vague wording, false associations or fabricated endorsement.

Trustworthiness

Trustworthiness means the content can reasonably be relied upon for its intended purpose.

Trustworthiness is supported by:

factual accuracy
evidence quality
transparency
realistic claims
visible limitations
clear disclosures
suitable review
clear responsibility
current information
correction readiness
consistent representation

Trustworthiness is the controlling component.

Experience, expertise and authority must not be used to conceal weak evidence or misleading claims.

Trust Is Contextual

The level of trust required depends on:

subject matter
audience vulnerability
possible harm
financial consequence
legal consequence
health consequence
safety consequence
reputational consequence
permanence of the decision
content format
destination
commercial relationship

A simple social post does not require the same evidence and review as medical, financial, legal or safety guidance.

Every asset still requires a trust standard appropriate to its role.

Trust Requirement Classification

Each material asset may be classified as:

Standard Trust
Elevated Trust
High-Risk Trust
Critical Trust

Standard Trust

May apply to:

general educational content
low-risk social content
basic business information
general promotional content
simple operational instructions

Standard Trust still requires:

accuracy
honesty
suitable sourcing
disclosure where relevant
human review

Elevated Trust

May apply to:

product comparisons
affiliate reviews
buyer guides
technical explanations
commercial recommendations
detailed tutorials
business advice
important purchasing decisions

Elevated Trust may require:

stronger sourcing
clearer methodology
limitations
reviewer identification
more detailed verification

High-Risk Trust

May apply to:

health
medical
disease
pain
mental health
sexual health
finance
income
investing
legal
employment
safety
regulated products
material guarantees
high-value purchasing decisions
sensitive customer outcomes

High-Risk Trust requires:

strong source control
explicit evidence review
stricter factual verification
specialist review where required
visible limitations
clear risk communication
human approval

Critical Trust

May apply where incorrect content could create:

serious physical harm
serious financial harm
legal exposure
regulatory breach
material reputational damage
dangerous technical failure
severe customer deception

Critical Trust content must not progress without the required specialist and human authority.

Experience Integrity Rule

Content may refer to experience only when the experience is genuine.

Required checks:

Who had the experience?
What was actually experienced?
When did it occur?
Is the experience relevant?
Is the account accurate?
Is the experience typical or unusual?
Are limitations disclosed?
Can the experience be supported?
Has permission been obtained where required?

Content must not:

imply product use that did not occur
claim testing that did not occur
imply customer interaction that did not occur
create fictional personal stories presented as real
present an AI-generated scenario as firsthand experience
imply independent review where the content is promotional
present vendor-supplied experiences as MWMS firsthand experience

Hypothetical Example Rule

Hypothetical examples may be used where they improve understanding.

They must be presented clearly as:

hypothetical
illustrative
sample
fictional
modelled
example only

A hypothetical example must not be presented as:

a real customer
a real result
a real case study
a real testimonial
a real test
a real endorsement

Expertise Integrity Rule

Expertise claims must be:

relevant
accurate
proportionate
current where required
supportable

Content must not imply:

medical expertise without appropriate authority
legal expertise without appropriate authority
financial expertise without appropriate authority
technical expertise without appropriate competence
product expertise based only on vendor copy
professional status that does not exist
specialist review that did not occur

Where an author is not a specialist, content may still be produced using:

approved sources
clear limitations
appropriate attribution
specialist review
human approval

Credential Relevance Rule

Credentials should be shown only where they materially support the content.

Relevant credentials may include:

professional qualification
licence
certification
recognised training
industry experience
role responsibility
specialist review authority

Credentials must not be used as decorative trust symbols where they do not relate to the subject.

Required checks:

credential is genuine
credential is current where required
credential is relevant
credential is represented accurately
credential owner approved its use
credential does not imply broader authority than it provides

Authority Integrity Rule

Authority signals must be genuine.

Possible authority signals include:

official sources
recognised institutions
qualified specialists
relevant professional experience
transparent methods
documented case evidence
established business responsibility
current certifications
independent review

Prohibited authority signals include:

fabricated experts
fake awards
invented media coverage
false partnerships
unauthorised logos
vague claims such as “experts agree” without support
misleading association with recognised organisations
AI-generated endorsements
paid endorsements presented as independent

Author Identity Standard

Author identity should be shown where it improves transparency, accountability or trust.

Author information may include:

name
role
relevant experience
relevant credentials
contribution
date
contact or correction route where appropriate

Author identity is especially important for:

high-risk content
expert guidance
major reviews
major comparisons
detailed research content
professional advice
technical manuals
sensitive topics

Author identity must not be invented or misrepresented.

Reviewer Identity Standard

Reviewer identity should be shown or internally recorded where specialist or editorial review materially supports trust.

Reviewer information may include:

name
role
review type
relevant qualification
review date
review scope

A reviewer must not be described as having approved the entire asset if the review covered only:

one claim
one section
technical accuracy
compliance language
product information

The scope of review should remain clear.

Authorship And Contribution Transparency

Where useful, distinguish between:

author
editor
specialist reviewer
fact checker
researcher
business owner
product owner
AI-assisted production
human approver

Not every public asset requires a detailed contributor list.

Material contribution and accountability should remain traceable internally.

Source Authority Standard

Sources should be selected according to:

relevance
reliability
directness
currency
independence
expertise
transparency
suitability for the claim

Possible source levels include:

Primary Sources

official records
original research
legislation
regulation
court decisions
official product documentation
direct business records
direct interviews
firsthand measurements
original datasets

Strong Secondary Sources

peer-reviewed reviews
respected professional bodies
established research organisations
recognised industry authorities
reputable expert analysis

Supporting Sources

credible journalism
established industry publications
verified business information
transparent specialist commentary

Restricted Sources

vendor marketing
affiliate promotional pages
anonymous claims
unsourced summaries
AI-generated summaries
social posts
forum comments
user-generated content
outdated content

Restricted sources may support context or observation.

They should not automatically be treated as independent evidence.

Evidence Quality Standard

Evidence quality should be assessed according to:

source authority
relevance
directness
recency
sample quality
methodology
consistency
limitations
independence
applicability to the audience

Strong language requires strong evidence.

Evidence must not be overstated.

Vendor Claim Versus Independent Evidence Rule

Vendor claims must be identified as vendor claims unless independently verified.

Examples include:

product benefits
mechanism claims
customer results
success rates
performance claims
safety claims
guarantee claims
comparison claims
effectiveness claims

Content must not transform:

Vendor Says
into
Independent Evidence Shows

unless independent evidence genuinely supports that statement.

Claim Classification

Claims may be classified as:

confirmed fact
verified claim
vendor claim
testimonial claim
expert interpretation
working assumption
creative positioning
unsupported claim
prohibited claim

Each material claim should use language appropriate to its classification.

Claim Validation Rule

Important claims must be:

traceable
supportable
realistic
accurately worded
appropriate to the audience
suitable for the destination
within compliance boundaries

Required checks may include:

source confirmed
wording matches evidence
limitations retained
timeframe accurate
population accurate
product or offer accurate
guarantee conditions accurate
comparison basis accurate
testimonial status accurate

Certainty And Qualification Rule

Content must not express more certainty than the evidence supports.

Possible qualification language may include:

may
can
appears
suggests
is associated with
is intended to
according to the vendor
based on available evidence
individual results may vary
depends on
subject to

Qualification must not be used merely as a cosmetic disclaimer after an exaggerated headline.

The entire asset must represent the evidence honestly.

Transparency Rule

Content should disclose material information that may affect how the audience interprets it.

This may include:

affiliate relationship
sponsorship
paid placement
free product
commercial relationship
ownership interest
editorial relationship
advertorial status
limitations
risks
conditions
eligibility
exclusions
update date
source limitations
absence of firsthand experience

Transparency should be:

clear
visible
understandable
timely
suitable for the platform

Affiliate Disclosure Rule

Affiliate content must disclose the material relationship where required.

The disclosure should not be hidden:

after the recommendation
inside unclear legal wording
behind an unrelated link
at the bottom where it is unlikely to be seen
only in a general site policy when asset-level disclosure is required

Affiliate disclosure does not correct:

fabricated experience
misleading independence
unsupported claims
unfair comparison
deceptive advertorial presentation

Advertorial Transparency Rule

Advertorial, sponsored or promotional content must not falsely appear to be independent journalism.

Required checks:

commercial status clear
publisher identity clear
advertiser relationship clear where required
recommendation basis clear
claims supportable
testimonials genuine
urgency genuine
destination accurately represented
disclosure visible

Content must not fabricate:

news reporting
reporter identity
publication endorsement
independent investigation
breaking-news framing
editorial independence

Review Integrity Rule

A review must be clear about the basis of the review.

Possible bases include:

firsthand use
verified product analysis
vendor-material analysis
customer-feedback analysis
feature comparison
evidence review
offer-page review
expert review

The review must not imply firsthand use when none occurred.

Required checks:

review method clear
product details verified
offer details verified
benefits supportable
limitations included
alternatives considered where relevant
disclosure present
recommendation basis clear
reviewer identity appropriate

Comparison Integrity Rule

A comparison must use fair and visible criteria.

Required checks:

comparison criteria defined
products or services reasonably comparable
information current
pricing basis clear
feature basis clear
limitations included
affiliate relationships disclosed
preferred recommendation justified
competitor claims verified where possible
no selective omission designed to mislead

A comparison must not create authority through a false appearance of independence.

Testimonial Integrity Rule

Testimonials must be:

genuine
authorised where required
accurately represented
relevant
not materially altered
not presented as typical without basis
accompanied by required disclosures or qualifications

Content must not:

generate fake testimonials
combine several people into one invented testimonial
create AI-generated testimonial images presented as real customers
remove material limitations
change the outcome
imply independent endorsement where compensation exists
invent names, roles or locations

Case Study Integrity Rule

A case study must distinguish:

actual facts
customer statements
business interpretation
measured outcomes
estimated outcomes
assumptions
limitations

A case study must not:

invent results
omit material failures
alter timelines deceptively
imply causation without basis
present a modelled example as a real case
expose confidential information without authority

Limitation Rule

Trustworthy content should state material limitations where they affect the audience’s decision or understanding.

Possible limitations include:

evidence limitations
product limitations
service limitations
eligibility limits
location limits
experience limits
data limits
individual-result variation
timing limits
cost limits
operational dependencies
known uncertainties

Limitations should be placed where they can be understood.

They must not be hidden after strong claims.

Risk Communication Rule

Risk should be communicated proportionately.

Content must not:

hide a material risk
exaggerate risk to create fear
minimise risk to encourage action
imply certainty where uncertainty exists
use a generic disclaimer to excuse misleading content

Risk communication should help the audience make a better-informed decision.

Tone And Honesty Standard

Trustworthy content should be:

clear
direct
realistic
respectful
appropriately confident
transparent about uncertainty

Content should avoid:

exaggerated certainty
manipulative urgency
false scarcity
emotional pressure
fearmongering
sensational language
vague authority claims
guaranteed-result framing without valid authority
overconfident medical, legal or financial conclusions

Persuasion And Trust Boundary

Persuasion may be used.

Persuasion must remain within:

factual accuracy
evidence
audience relevance
compliance requirements
honest representation
reasonable expectations

Trust must not be sacrificed for:

a stronger hook
a higher click-through rate
a faster conversion
a more aggressive CTA
a more dramatic story
a stronger comparison
a short-term campaign result

Trust Signal Relevance Rule

Trust signals should be used only when they are:

genuine
relevant
understandable
proportionate
suitable for the asset

Possible trust signals include:

author identity
reviewer identity
credentials
methodology
citations
source links
update date
correction route
disclosures
limitations
real examples
testimonials
case evidence
business contact information
product documentation

Not every asset requires every trust signal.

Adding unnecessary badges, citations or credentials does not automatically create trust.

Authority Stacking Boundary

Several genuine trust signals may reinforce one another.

However, authority stacking must not become:

visual manipulation
unsupported logo use
fake media association
false endorsement
excessive proof used to hide weak evidence
unrelated credentials
duplicated testimonials
meaningless badge collections

The strength of trust comes from integrity, not the number of symbols shown.

Correction Ownership

Material content should have a clear correction path.

Correction ownership may identify:

content owner
editor
business owner
specialist reviewer
publishing owner
lifecycle owner

Correction triggers may include:

factual error
outdated information
broken link
changed product detail
changed offer term
unsupported claim
missing disclosure
regulatory change
customer complaint
specialist concern
reputational risk

High-risk corrections may require immediate holding, editing, unpublishing or escalation.

Update Responsibility

Content requiring ongoing accuracy should define:

review owner
review date
likely change triggers
source owner
correction process
retirement condition

Not every asset needs a fixed review schedule.

Review timing should reflect:

risk
volatility
audience reliance
product changes
offer changes
regulatory changes
evidence changes
performance signals

Content Provenance

Content provenance means enough information is retained to understand:

originating request
source material
author or producer
material contributors
specialist review
major assumptions
approval owner
approved version
publication destination
correction history where material

Provenance does not require public disclosure of every internal step.

It requires sufficient accountability.

Version Transparency

Where material changes affect trust, the system should be able to identify:

previous version
current version
change reason
change owner
review status
approval status
publication status

Old or unapproved versions must not be mistaken for current approved content.

AI-Assisted Trust Controls

AI may assist with:

planning
drafting
editing
summarisation
source organisation
consistency checking
formatting
quality review
refresh recommendations

AI must not fabricate:

experience
expertise
credentials
authority
endorsements
testimonials
customer stories
case studies
product use
testing
sources
statistics
quotes
review outcomes
evidence
independent verification

AI-generated fluency does not create trust.

AI-generated confidence does not create evidence.

AI cannot approve its own trustworthiness.

AI Disclosure Rule

Public disclosure of AI assistance is not automatically required for every asset.

Disclosure may be required where:

law or regulation requires it
platform rules require it
client agreement requires it
the method materially affects audience interpretation
synthetic media could mislead the audience
AI-generated identity, voice, image or representation is used
transparency is necessary to avoid deception

Internal traceability should remain sufficient for material AI-assisted work.

Synthetic Media Rule

Synthetic images, voices, people or demonstrations must not be presented as real when doing so would mislead the audience.

Required checks:

purpose clear
audience risk assessed
platform requirements checked
disclosure requirement checked
no false customer identity
no fake expert
no fake testimonial
no fake demonstration
no false before-and-after representation
no misleading news or documentary presentation

High-Risk Content Controls

High-risk content requires stronger trust controls.

Required checks:

content risk classified
source quality sufficient
important facts verified
claims traceable
limitations included
risks communicated
author suitability confirmed
specialist review completed where required
human approval recorded
correction owner identified
review trigger defined

AI must not make final high-risk determinations independently.

Specialist-Review Triggers

Specialist review may be required for:

medical claims
health claims
disease claims
mental-health guidance
financial claims
income claims
investment claims
legal statements
regulatory statements
safety instructions
technical instructions
product-performance claims
comparative superiority claims
guarantees
sensitive testimonials
disputed evidence
material customer risk
significant reputational risk

Possible reviewers include:

Compliance Brain
legal reviewer
medical reviewer
financial reviewer
technical reviewer
product reviewer
offer reviewer
brand reviewer
client
authorised stakeholder

Specialist Review Scope

The review record should identify:

reviewer
reviewer role
relevant expertise
content version
review date
review scope
decision
required changes
unresolved limitations
re-review requirement

Specialist review of one section must not be presented as approval of unrelated sections.

Website Trust Controls

For website content, confirm where relevant:

business identity clear
page purpose clear
contact path available
service or product details accurate
authorship or ownership suitable
disclosures present
claims supportable
testimonials genuine
policies accessible
limitations clear
internal links consistent
page updated where required
correction route available

Article Trust Controls

For articles, confirm:

audience clear
purpose clear
author or contributor suitable
sources sufficient
facts verified
evidence accurately represented
claims qualified
limitations included where material
update date included where useful
internal links appropriate
commercial relationship disclosed
specialist review complete where required

Review And Comparison Trust Controls

Confirm:

review basis stated
firsthand experience accurately represented
comparison criteria visible
product details verified
pricing and offer terms current
affiliate relationship disclosed
strengths and limitations included
alternatives treated fairly
recommendation basis clear
no fake independence
no fabricated testing
no invented authority
no unsupported superiority

Social Content Trust Controls

For social content, confirm:

claim remains accurate despite brevity
context is not removed misleadingly
source relationship preserved
sponsored or affiliate relationship disclosed where required
testimonial or customer story genuine
visual representation accurate
urgency and scarcity genuine
platform adaptation does not distort meaning
comment response does not become unsupported advice

Short-form content does not receive permission to become inaccurate.

Script Trust Controls

For scripts, confirm:

spoken claims accurate
visual claims accurate
demonstrations genuine
on-screen text accurate
testimonials genuine
product use represented honestly
disclosures suitable for spoken or visual delivery
dramatic structure does not distort evidence
CTA does not create misleading pressure
specialist review completed where required

Scripts must be reviewed as performed content.

Advertising Trust Controls

For advertising content, confirm:

Ads Brain or authorised request exists
offer details accurate
hook supportable
claim boundaries respected
destination supports the promise
message match maintained
urgency genuine
scarcity genuine
guarantee conditions accurate
disclosures present where required
testimonials genuine
before-and-after material supportable
approval recorded

Content Brain does not control campaign budgets, bidding, targeting or deployment.

Newsletter And Email Trust Controls

For newsletters and email content, confirm:

sender identity clear
audience relationship appropriate
subject line accurate
preview text accurate
claims supportable
offer details current
links correct
affiliate or promotional relationship disclosed
urgency genuine
sequence remains consistent
unsubscribe and platform requirements handled by the authorised system
sending remains human controlled

Manual Guide And Documentation Trust Controls

For manuals, guides and documentation, confirm:

authoritative source available
instructions accurate
prerequisites clear
warnings visible
steps correctly ordered
technical terms correct
limitations stated
examples accurate
troubleshooting appropriate
update ownership clear
specialist review complete where required
delivery version confirmed

Documentation trust is based heavily on accuracy and operational reliability.

Content-Pack Trust Controls

For content packs, confirm:

shared sources controlled
shared offer details consistent
shared evidence consistent
claims consistent
disclosures consistent
experience claims consistent
author and reviewer roles clear
cross-asset limitations preserved
CTA pathway honest
advertorial status clear where required
specialist review applied across affected assets
correction changes propagated across all affected assets
approved versions identified

A trust failure in one shared control may affect the entire pack.

Cross-Asset Consistency

Trust decreases when related assets conflict.

Review:

names
dates
prices
product details
service details
refund terms
rebill terms
guarantee terms
mechanism
evidence
claims
disclosures
limitations
audience
terminology
CTA destination
author or reviewer representation
offer status

Material corrections must be applied across all affected assets.

Refresh Trust Controls

Before refreshing content, confirm:

reason for refresh
existing trusted material to preserve
outdated facts
outdated evidence
changed offer details
changed product details
changed disclosures
changed risks
changed regulations
changed reviewer requirements
correction history
approval owner

A refresh must not remove valid limitations or qualifications merely to make the content more persuasive.

Repurposing Trust Controls

When content is repurposed:

source meaning must be preserved
evidence must remain accurate
claims must not expand
limitations must remain visible where material
disclosures must be adapted
author or reviewer representation must remain accurate
platform constraints must not create deception
synthetic media must not imply false experience

Localisation Trust Controls

Localised content must verify:

local terminology
local units
local currency
local regulations
local product availability
local service availability
local offer terms
local disclosure requirements
local risk communication
cultural suitability

Changing only location names does not create trustworthy localisation.

Correction Trust Controls

When a trust issue is identified:

affected asset identified
risk classified
affected versions identified
live-use decision made
correction owner assigned
source rechecked
corrected content produced
related assets checked
specialist review completed where required
human approval recorded
correction published by an authorised human
outcome recorded

High-risk misinformation may require immediate action.

Retirement Trust Controls

Content may need retirement when:

claims are no longer supportable
evidence is outdated
product or service no longer exists
offer has ended
disclosures are inadequate
specialist review cannot support the asset
correction is impractical
trust damage exceeds continued value
replacement content is approved

Retirement remains human controlled.

Trust Review Record

Asset Title:

Asset Type:

Content Action:

Audience:

Purpose:

Trust Classification:

Experience Basis:

Expertise Basis:

Authority Basis:

Primary Sources:

Evidence Status:

Vendor Claims Present:

Independent Evidence Present:

Disclosures Required:

Limitations Required:

Author:

Reviewer:

Specialist Review Required:

Correction Owner:

Update Owner:

Human Approval Owner:

Current Status:

Outstanding Trust Risk:

Content Trust Review Questions

Before production:

What level of trust is required?
Who may rely on the content?
What harm could inaccurate content cause?
Is genuine experience available?
What expertise is required?
What sources are authoritative?
Are vendor claims being distinguished from independent evidence?
What disclosures are required?
What limitations must be visible?
Is specialist review required?

During production:

Are facts accurate?
Are claims within the evidence?
Is uncertainty preserved?
Is experience genuine?
Is authority represented honestly?
Are affiliations clear?
Is the tone realistic?
Are risks or limitations being hidden?
Is AI inventing trust signals?

Before approval:

Can the content be relied upon for its intended purpose?
Are the correct sources used?
Are the correct versions reviewed?
Is specialist review complete?
Are disclosures visible?
Are limitations understandable?
Is the author or reviewer representation accurate?
Is correction ownership clear?
Has a human approved the asset?

Minimum Content Trust Checklist

Use this for simple low-risk assets.

Confirm:

purpose clear
audience clear
facts checked
claims supportable
experience genuine where claimed
expertise represented accurately
authority signals genuine
source basis sufficient
vendor claims identified where relevant
disclosures present where required
limitations included where material
no fabricated testimonial
no false urgency or scarcity
AI has not invented trust signals
editing complete
specialist review complete where required
human approval recorded
correct version confirmed

Stop Conditions

Stop production, approval or publication when:

a material fact cannot be verified
a material claim lacks support
experience has been fabricated
expertise has been misrepresented
credentials are false or irrelevant
authority has been fabricated
a testimonial cannot be verified
a case study is materially misleading
vendor claims are presented as independent evidence
affiliate disclosure is missing
advertorial status is deceptive
high-risk content lacks specialist review
material limitations are hidden
risk communication is inadequate
AI has invented sources, proof or authority
author or reviewer identity is misleading
correction ownership is unclear for high-risk content
human approval is missing
the final version is unclear

Trust And Measurement

Possible trust-related signals may include:

audience feedback
complaint patterns
correction requests
support questions
engagement
return visits
completion rates
conversion
refund patterns
unsubscribe patterns
review quality
reputation signals
compliance concerns

These signals do not independently prove trustworthiness.

A high conversion rate does not prove an asset is honest.

A low complaint rate does not prove an asset is accurate.

Data Brain retains measurement-integrity authority.

Experimentation Brain retains formal test-validity authority.

Trust And Testing

Trust-related elements may be tested where appropriate.

Possible variables include:

disclosure placement
explanation depth
reviewer information
source presentation
limitation presentation
CTA language
comparison structure

Formal tests must not remove required trust or compliance elements merely to improve performance.

Experimentation Brain governs formal test validity.

Ads Brain governs paid-advertising deployment.

Testing is not mandatory for every trust element.

Human Review

Human review should confirm:

trust classification is appropriate
experience is genuine
expertise is accurately represented
authority signals are real
facts are accurate
evidence is sufficient
vendor claims are distinguished
disclosures are complete
limitations are visible
specialist review is complete
correct versions are approved
publication responsibility is clear

Human review must not become blind approval of persuasive or fluent content.

Publishing Readiness

Trust requirements form part of publishing readiness.

Before publication, confirm:

correct approved version
author information correct
reviewer information correct
facts verified
claims controlled
evidence checked
disclosures present
limitations present
risks communicated
specialist review complete
human approval recorded
correction owner identified where required
destination suitable

Approved is not Publishing-Ready.

Publishing-Ready is not Published.

An authorised human must publish or deploy the asset.

Relationship To Content Brain Content Production System Framework

The Content Production System Framework defines how assets move through:

production
editing
specialist review
human approval
publishing preparation
lifecycle handoff

This Framework governs trust requirements within those stages.

Relationship To Content Brain Content Brief Template

The Content Brief Template should capture relevant:

trust classification
experience basis
expertise requirements
source requirements
evidence requirements
disclosure requirements
limitation requirements
specialist-review requirements
correction ownership

Relationship To Content Brain Publishing Readiness Checklist

The Publishing Readiness Checklist verifies whether required trust controls are complete before publication.

Relationship To Content Brain AI Content Quality Governance Framework

AI-assisted content must not fabricate:

experience
expertise
authority
evidence
testimonials
reviews
case studies
endorsements
trust signals

Relationship To Content Brain Information Gain Framework

Trust gain may provide meaningful information gain when it improves:

transparency
evidence
limitations
source quality
decision support
audience confidence

Trust gain must be genuine.

Relationship To Content Brain SEO Content Brief Standard

Search-led content may use E E A T controls where relevant.

E E A T requirements must not be reduced to a mechanical SEO checklist.

Relationship To Content Brain Editorial Consistency Framework

Editorial consistency should preserve approved:

voice
terminology
claim language
disclosures
limitations
trust positioning

Consistency must not preserve an identified factual error.

Relationship To Content Brain Affiliate Product Content Pack Framework

Affiliate packs must apply trust controls across:

offer details
reviews
comparisons
advertorials
claims
disclosures
experience
testimonials
cross-asset consistency

Relationship To Content Brain Affiliate Product Content Pack Checklist

The Affiliate Product Content Pack Checklist verifies whether required pack-level trust controls have been completed.

Relationship To Content Brain Content Optimization Framework

Optimisation must not remove necessary trust elements for short-term performance gains.

Relationship To Content Brain Content Repurposing Framework

Repurposed content must preserve source integrity, evidence boundaries, disclosures and limitations.

Relationship To Content Brain Copy Map

This page is classified as:

Classification: Simplify Before Copy

Source Of Truth: MCR

Future Operational Use: Content Trust Planning And Review Module

Future Plugin Or UI: Possible E E A T And Trust Review Workspace

No plugin or UI implementation is authorised by this Framework.

Relationship To mwmscontentbrain.site

A simplified operational version may later support:

trust classification
experience basis
expertise requirement
source authority
evidence quality
vendor-claim status
disclosures
limitations
author
reviewer
specialist review
correction owner
human approval
trust decision

The operational version must not replace the MCR source.

Current Manual Operating Boundary

Content trust decisions remain human controlled.

Current restrictions:

no autonomous trust approval
no autonomous source approval
no autonomous claim approval
no autonomous specialist approval
no autonomous compliance approval
no autonomous testimonial creation
no autonomous review creation presented as firsthand experience
no autonomous author or credential assignment
no autonomous correction of live content
no autonomous publication
no autonomous page retirement
no active content queues
no worker activation
no AI Employee activation
no Brain Room routing
no automatic M handoff
no interference with M’s Research Brain work

The presence of this Framework does not authorise automation.

Future Operational Direction

A future Content Brain trust workspace may support:

trust classification
experience record
expertise requirement
source list
evidence status
vendor-claim classification
disclosure requirements
limitation requirements
author and reviewer details
specialist-review status
correction ownership
update ownership
human approval
blockers
trust decision

Manual use must prove the required fields and decisions before implementation.

Drift Protection

The system must prevent:

E E A T being treated only as an SEO checklist
trust being treated only as a conversion technique
fabricated experience
fabricated expertise
false credentials
fake authority
fake endorsements
fake awards
fake media coverage
unauthorised logos
invented testimonials
invented case studies
AI-generated customers presented as real
hypothetical examples presented as actual outcomes
vendor claims presented as independent evidence
paid endorsements presented as independent
affiliate relationships being hidden
deceptive advertorial presentation
false editorial independence
irrelevant credentials being used as proof
specialist review being overstated
review scope being misrepresented
evidence certainty being exaggerated
material limitations being hidden
risk being minimised
fear being exaggerated
false urgency
false scarcity
unsupported guarantees
high conversion being treated as proof of trust
AI fluency being treated as evidence
AI confidence being treated as authority
content being published without human approval
trust corrections not reaching related assets
approval being treated as Publishing-Ready
Publishing-Ready being treated as Published
inactive queues being treated as operational
premature plugin or UI development
worker activation
AI Employee activation
Brain Room routing
automatic M handoff
interference with M’s Research Brain work

Architectural Intent

The Content Brain E E A T Content Trust Framework exists to ensure MWMS earns audience trust rather than simulating it.

It must help Content Brain determine:

what experience is genuine
what expertise is required
what authority is relevant
what sources are credible
what evidence supports the claims
what commercial relationships must be disclosed
what limitations must be visible
what risk must be communicated
what specialist review is required
who owns correction and updating
whether the asset can reasonably be relied upon

The Framework must support trust across:

websites
articles
reviews
comparisons
social content
scripts
advertising
newsletters
email sequences
manuals
guides
documentation
content packs
refreshes
repurposing
localisation
retirement

It must support current manual operation and later controlled implementation.

Future interfaces, workers and AI Employees must operate beneath this Framework.

They must not narrow or bypass it.

Final Rule

Content must not create the appearance of trust without the substance of trust.

Experience must be genuine.

Expertise must be relevant.

Authority must be real.

Evidence must support the claims.

Vendor claims must not be disguised as independent proof.

Affiliations must be disclosed where required.

Limitations must not be hidden.

Risk must be communicated honestly.

Testimonials and case studies must be genuine.

AI must not fabricate experience, authority, evidence or trust signals.

Before content moves into live use, Content Brain must be able to explain:

who is responsible for the content
what sources support it
what experience is being claimed
what expertise is required
what authority is relevant
what limitations apply
what disclosures are required
what specialist review occurred
who approved the final version
who owns correction where required

If the content cannot reasonably be relied upon for its intended purpose, it must not be published.

Humans retain final trust, approval, publication, correction and retirement control.

No premature automation.

No fabricated authority.

No autonomous trust approval.

No autonomous publication.

No worker activation.

No AI Employee activation.

No Brain Room routing.

No automatic M handoff.

No interference with M’s Research Brain work.

Change Log

v1.1 — 2026-06-15

Replaced the original SEO-and-conversion-centred E E A T framework with a complete multi-format content trust framework.

Expanded the Framework to define:

genuine experience
relevant expertise
appropriate authority
trustworthiness
contextual trust requirements
Standard, Elevated, High-Risk and Critical Trust classifications
experience integrity
hypothetical-example controls
expertise integrity
credential relevance
authority integrity
author identity
reviewer identity
contribution transparency
source authority
evidence quality
vendor claims versus independent evidence
claim classification
claim validation
certainty and qualification
affiliate disclosure
advertorial transparency
review integrity
comparison integrity
testimonial integrity
case-study integrity
limitations
risk communication
persuasion boundaries
trust-signal relevance
authority-stacking boundaries
correction ownership
update responsibility
content provenance
version transparency
AI-assisted trust controls
synthetic-media controls
high-risk content
specialist-review triggers
specialist-review scope
asset-specific trust controls
cross-asset consistency
refresh controls
repurposing controls
localisation controls
correction controls
retirement controls
trust review record
human review
publishing readiness
current manual operating boundary
future operational direction
expanded drift protection

Removed:

the broken content-reference artefact
the narrow ranking-and-conversion framing
the assumption that all assets require visible trust signals
the universal requirement to test trust signals
the incorrect universal routing of trust testing to Ads Brain
the assumption that authority stacking is always beneficial

Clarified:

E E A T is not merely an SEO checklist
trustworthiness controls the other components
experience must not be fabricated
credentials must be relevant
vendor claims must be distinguished from independent evidence
reviewer scope must be accurately represented
disclosures do not correct misleading content
high-risk content requires stronger verification and review
AI cannot fabricate or approve trust signals
Experimentation Brain controls formal test validity
Ads Brain controls paid-advertising deployment
humans retain final approval and publication control

Aligned this Framework with:

Content Brain Canon v1.1
Content Brain Architecture v1.1
Content Brain Operating Model v1.2
Content Brain Workflow Map v1.2
Content Brain Content Production System Framework v1.1
Content Brain Content Brief Template v1.2
Content Brain Publishing Readiness Checklist v1.1
Content Brain AI Content Quality Governance Framework v1.1
Content Brain Information Gain Framework v1.1
Content Brain SEO Content Brief Standard v2.1
Content Brain Affiliate Funnel Support Map v1.2
Content Brain Affiliate Product Content Pack Framework v1.1
Content Brain Affiliate Product Content Pack Checklist v1.1
Content Brain Page Registry v3.1
Content Brain Copy Map v2.6

v1.0 — 2026-04-26

Initial creation of the Content Brain E E A T Content Trust Framework.

Defined the original controls covering:

experience
expertise
authority
trustworthiness
YMYL content
claim validation
honesty
transparency
trust signals
authority stacking
trust and conversion balance
testing

Change Impact Declaration

Pages Created:

None

Pages Updated:

Content Brain E E A T Content Trust Framework

Pages Deprecated:

None

Registries Requiring Update:

Content Brain Page Registry should show Content Brain E E A T Content Trust Framework v1.1.

Content Brain Copy Map should show Content Brain E E A T Content Trust Framework v1.1 where a version is recorded.

MWMS Architecture Registry update is not required unless it records individual Content Brain framework versions.

Canon Version Update Required:

Automation Status Change:

Plugin Or UI Status Change:

Queue Status Change:

No active queues authorised

Worker Status Change:

AI Employee Status Change:

M Handoff Required:

Research Brain Impact:

None

END CONTENT BRAIN E E A T CONTENT TRUST FRAMEWORK v1.1