Content Brain Content Operations Dashboard Specification

Document Type: Specification
Status: Draft
Version: v1.0
Authority: Content Brain under HeadOffice governance
Applies To: Future Content Brain operational dashboard planning, production queue visibility, refresh queue visibility, repurposing queue visibility, publishing readiness visibility, content bottleneck review, future mwmscontentbrain.site operational use, and future Content Brain plugin or UI planning
Parent: Content Brain
Last Reviewed: 2026-05-06

Purpose

The Content Brain Content Operations Dashboard Specification defines the future dashboard structure used to view and manage Content Brain operational activity.

This dashboard will eventually provide one control surface for:

content production work

content refresh work

content repurposing work

publishing readiness status

blocked content tasks

high-priority content tasks

content review requirements

content handoff status

content risk visibility

content signal feedback needs

future Content Brain operational performance

The dashboard exists to prevent Content Brain work from becoming scattered across separate pages, templates, queues, notes, and manual memory.

This page is a planning specification only.

It does not activate a plugin, create a database table, build a screen, or interfere with M’s current build work.

Scope

This specification applies to:

future Content Brain dashboard design

future mwmscontentbrain.site operational planning

content production visibility

content refresh visibility

content repurposing visibility

content approval visibility

content risk visibility

content bottleneck visibility

content handoff visibility

content operational status review

future plugin or UI planning

This specification does not govern:

live plugin development

Supabase implementation

Brain-to-Brain request automation

HeadOffice reporting implementation

Affiliate Brain wiring

Research Brain wiring

Finance Brain wiring

Ads Brain campaign execution

final compliance approval

live publishing authority

M’s current build work

Those remain governed by the relevant Brain, Canon, protocol, standard, or implementation layer.

Core Principle

Content Brain needs an operations dashboard only after the manual queue system proves the need.

The dashboard should not be built because it sounds useful.

It should be built only when the system repeatedly needs to see:

what is being produced

what needs refreshing

what should be repurposed

what is blocked

what is ready

what is risky

what is waiting for review

what needs handoff

what needs signal feedback

If the dashboard does not improve operational visibility, it should not be built yet.

Governance Role

The Content Operations Dashboard is a visibility layer.

It does not create authority.

It does not approve offers.

It does not approve campaigns.

It does not approve compliance-sensitive claims.

It does not authorise publishing.

It does not replace Content Brain frameworks, templates, checklists, or queues.

It only displays operational content work so operators can see the state of the Content Brain system.

Authority remains with the relevant owner, Brain, or human approval path.

Relationship To MCR

MCR remains the source of truth.

This specification belongs in MCR because it defines the future structure, purpose, and boundaries of the dashboard before any implementation occurs.

The MCR version defines:

dashboard purpose

dashboard scope

dashboard panels

dashboard views

dashboard filters

risk visibility

queue relationships

future UI candidate logic

drift protection

mwmscontentbrain.site may later operationalise this dashboard as a working interface.

Relationship To mwmscontentbrain.site

mwmscontentbrain.site is the likely future home of the operational Content Operations Dashboard.

The future dashboard may appear as:

a WordPress admin page

a custom Content Brain dashboard

a queue overview screen

a status summary panel

a Supabase-backed operational dashboard

a manual dashboard page first

a later plugin screen

The first version should be manual.

A plugin or UI should only be considered after the Production Queue, Refresh Queue, and Repurposing Queue have been used enough to prove the dashboard need.

MCR To Brain Classification

Destination: Later Plugin Or UI

Reason: Repeated structured interaction, multi-queue visibility, operational status tracking, bottleneck visibility, risk visibility, and dashboard-level control surface planning

Source Of Truth: MCR

Future Use: Content operations dashboard inside mwmscontentbrain.site

Future Plugin Or UI: Yes

This page should be listed in the Content Brain Copy Map as a future plugin or UI candidate.

Dashboard Function

The Content Operations Dashboard should provide high-level visibility across the main Content Brain operational queues.

The dashboard should show:

production workload

refresh workload

repurposing workload

blocked items

high-priority items

review items

approval items

handoff items

risk-sensitive items

content feedback items

The dashboard should help the operator decide what needs attention next.

It should not become a cluttered control panel.

It should show the few things that matter most.

Dashboard Source Queues

The dashboard should draw from the following future queue specifications:

Content Brain Content Production Queue Specification

Content Brain Content Refresh Queue Specification

Content Brain Repurposing Queue Specification

Future supporting checklist or tool specifications may later include:

Content Brain Publishing Readiness Checklist

Content Brain Content Brief Template

Content Brain SEO Content Brief Standard

Content Brain Content Signal Feedback Framework

Content Brain Content Optimization Framework

Content Brain Content Repurposing Framework

Dashboard Primary Panels

The future dashboard should include clear panels.

Panel 1: Content Production Overview

Purpose:

Show current new content production work.

Should display:

new content requests

items in briefing

items in drafting

items in review

items ready for approval

items ready for handoff

items published or closed

blocked production items

high-priority production items

Source:

Content Brain Content Production Queue Specification

Primary Question:

What new content is moving through production?

Panel 2: Content Refresh Overview

Purpose:

Show existing content needing review, update, improvement, merge, republishing, or retirement.

Should display:

new refresh items

classified refresh tasks

items being updated

items in review

items ready for approval

items republished

items under monitoring

merge review items

retirement review items

blocked refresh items

high-priority refresh items

Source:

Content Brain Content Refresh Queue Specification

Primary Question:

What existing content needs maintenance or improvement?

Panel 3: Content Repurposing Overview

Purpose:

Show approved assets being adapted into new formats.

Should display:

new repurposing opportunities

source review items

items in adaptation

items in review

items ready for approval

items handed off

items published or used

blocked repurposing items

follow-up repurposing items

Source:

Content Brain Repurposing Queue Specification

Primary Question:

Which approved assets can create more value through reuse?

Panel 4: Blocked Work

Purpose:

Show all blocked work across the three queues.

Should display:

blocked production items

blocked refresh items

blocked repurposing items

blocked reason

next action

next owner

date blocked

blocking Brain where relevant

Primary Question:

What is stuck and who needs to unblock it?

Panel 5: High Priority Work

Purpose:

Show important or time-sensitive content work.

Should display:

critical items

high-priority items

requesting Brain

content type

status

next action

owner

target date where relevant

Primary Question:

What needs attention first?

Panel 6: Review And Approval Queue

Purpose:

Show items waiting for review or approval.

Should display:

items in quality review

items in SEO review

items in trust review

items in compliance sensitivity review

items in affiliate status review

items in conversion support review

items ready for human approval

items ready for handoff approval

Primary Question:

What is waiting on review or approval?

Panel 7: Risk And Compliance Visibility

Purpose:

Show content items with elevated risk.

Should display:

high-risk items

moderate-risk items

claim-sensitive items

affiliate-sensitive items

health-sensitive items

finance-sensitive items

income-sensitive items

legal-sensitive items

items needing Compliance Brain review

items needing human review

Primary Question:

What content needs extra care before use?

Panel 8: Handoff And Publishing Readiness

Purpose:

Show content ready to move to another operator, Brain, platform, or destination.

Should display:

ready for handoff

handed off

publishing readiness completed

publishing readiness pending

handoff destination

approval status

next owner

Primary Question:

What content is ready to move, and where is it going?

Panel 9: Signal Feedback Needs

Purpose:

Show content items that require monitoring or feedback after use.

Should display:

published items awaiting signal review

republished items under monitoring

repurposed items under monitoring

feedback signal to watch

review date

destination Brain for feedback

observed outcome where available

Primary Question:

What content should teach the system something next?

Panel 10: Content Brain Workload Summary

Purpose:

Show a simple total view of operational workload.

Should display:

total active production items

total active refresh items

total active repurposing items

total blocked items

total review items

total high-priority items

total risk-sensitive items

total ready for handoff items

Primary Question:

How busy is Content Brain right now?

Dashboard Status Model

The dashboard should not create new statuses.

It should display statuses from the underlying queues.

Source status models:

Production Queue status model

Refresh Queue status model

Repurposing Queue status model

The dashboard may group statuses into simplified categories:

New

In Progress

In Review

Needs Approval

Ready For Handoff

Blocked

Published Or Used

Monitoring

Closed

This summary grouping is for visibility only.

It must not overwrite the original queue status.

Dashboard Priority Model

The dashboard should display priority from the underlying queues.

Priority values:

Low

Medium

High

Critical

The dashboard should be able to show:

critical items across all queues

high-priority items across all queues

priority by queue

priority by requesting Brain

priority by owner

Priority should help operators decide what to handle first.

Priority does not override governance or approval rules.

Dashboard Risk Model

The dashboard should display risk from the underlying queues.

Risk values:

Low

Moderate

High

Risk visibility should include:

compliance sensitivity

claim risk

affiliate risk

offer status concern

approval requirement

review requirement

Content with elevated risk should be visible before publication, handoff, or use.

Dashboard Ownership Model

Every visible dashboard item should show:

owner

next owner

approval owner where relevant

requesting Brain

supporting Brain where relevant

A dashboard item without a next owner is operationally weak.

The dashboard should make owner gaps visible.

Dashboard Filters

The future dashboard should support filters.

Queue Filter

Production

Refresh

Repurposing

All Queues

Status Filter

New

In Progress

In Review

Needs Approval

Ready For Handoff

Blocked

Published Or Used

Monitoring

Closed

Priority Filter

Low

Medium

High

Critical

Risk Filter

Low

Moderate

High

Needs Compliance Review

Needs Human Review

Brain Filter

Content Brain

HeadOffice

Research Brain

Affiliate Brain

Ads Brain

Conversion Brain

Sales Brain

Customer Brain

Data Brain

Compliance Brain

Owner Filter

Owner

Next Owner

Approval Owner

Destination Filter

WordPress Blog

Affiliate Support Page

YouTube Description

Email Platform

Social Platform

Internal Knowledge Page

Sales Support Asset

Content Queue

Refresh Queue

Repurposing Queue

Operator Handoff

Dashboard Views

The future dashboard should support several useful views.

Daily Operator View

Shows:

high-priority items

blocked items

review items

ready for approval items

ready for handoff items

Purpose:

help the operator decide what to do today.

Queue Health View

Shows:

production queue counts

refresh queue counts

repurposing queue counts

blocked item counts

review backlog

closed items

Purpose:

show whether Content Brain workflow is healthy.

Risk Review View

Shows:

high-risk content

claim-sensitive content

compliance-sensitive content

affiliate-sensitive content

items needing human review

Purpose:

prevent risky content from slipping through.

Handoff View

Shows:

ready for handoff

handed off

handoff destination

next owner

approval state

Purpose:

make handoffs visible and reduce lost work.

Signal Feedback View

Shows:

content under monitoring

feedback signal

review date

observed outcome

destination Brain

Purpose:

keep Content Brain connected to learning.

Brain Demand View

Shows:

requests by Brain

content type by Brain

blocked items by Brain

high-priority requests by Brain

Purpose:

show which Brains are requesting content support.

Dashboard Metrics

The dashboard should use simple operational metrics first.

Possible metrics:

active production items

active refresh items

active repurposing items

blocked items

items in review

items ready for approval

items ready for handoff

high-priority items

critical items

risk-sensitive items

items under monitoring

closed items this period

These are visibility metrics.

They are not performance proof by themselves.

Future Advanced Metrics

Later, if useful, the dashboard may include:

average time in production

average time blocked

average time in review

refresh completion rate

repurposing completion rate

content handoff completion rate

signal feedback completion rate

content reuse rate

published content count

refreshed content count

repurposed content count

These should only be added after manual usage proves they matter.

Dashboard Data Requirements

The dashboard should eventually draw from structured queue data.

Possible future sources:

Content Production Queue

Content Refresh Queue

Repurposing Queue

Publishing Readiness Checklist

Content Signal Feedback records

Content handoff records

This specification does not create database tables.

Any future data implementation must follow MWMS Supabase Naming Standard and relevant MWMS schema rules.

Future Minimal Data Concept

If implemented later, dashboard records may draw from future tables such as:

content_queue_items

content_refresh_items

content_repurposing_items

content_reviews

content_handoffs

content_signal_feedback

This naming is conceptual only.

It is not an implementation instruction.

First Manual Version

The first version of this dashboard should be manual.

A manual dashboard may use:

MCR summary page

Google Sheet summary

WordPress page table

simple status board

manual dashboard block on mwmscontentbrain.site later

The manual version should prove:

which panels matter

which queue views are actually used

which filters are needed

which metrics help decisions

which statuses create confusion

which dashboard fields are unnecessary

Only after manual use should a plugin or UI be considered.

Minimum Viable Dashboard

The minimum useful dashboard should show:

Production Queue summary

Refresh Queue summary

Repurposing Queue summary

Blocked items

High-priority items

Review and approval items

Risk-sensitive items

Ready for handoff items

Signal feedback items

This is enough to start without overbuilding.

Future Plugin Or UI Candidate

The Content Operations Dashboard is a strong future plugin or UI candidate.

Possible future features:

Queue summary cards

Status counts

Priority filters

Risk filters

Brain filters

Owner filters

Blocked item panel

Review item panel

Ready for handoff panel

Signal feedback panel

Daily operator view

Queue health view

Risk review view

Handoff view

Signal feedback view

Brain demand view

This should not be built yet.

Manual workflow must prove the need first.

Relationship To Content Brain Copy Map

This page should be listed in the Content Brain Copy Map as:

Page Title: Content Brain Content Operations Dashboard Specification

Destination: Later Plugin Or UI

Reason: Repeated structured interaction, multi-queue visibility, operational status tracking, bottleneck visibility, risk visibility, and dashboard-level control surface planning

Source Of Truth: MCR

Future Use: Content operations dashboard inside mwmscontentbrain.site

Future Plugin Or UI: Yes

Relationship To Content Brain Page Registry

This page should be added to the Content Brain Page Registry as:

Page Title: Content Brain Content Operations Dashboard Specification

Document Type: Specification

Parent Page: Content Brain

Status: Draft

Destination: Later Plugin Or UI

Reason: Future content operations dashboard system

Source Of Truth: MCR

Future Use: Content operations dashboard planning

Relationship To Content Brain Operating Model

The Content Brain Operating Model defines Content Brain’s role and responsibilities.

This specification defines a future visibility layer for seeing those responsibilities in action.

Operating Model = role and boundaries

Operations Dashboard Specification = future operational visibility surface

Relationship To Content Brain Workflow Map

The Content Brain Workflow Map defines the movement of content work.

The Content Operations Dashboard displays that movement across multiple queues.

Workflow Map = process

Operations Dashboard = visibility layer

Relationship To Content Brain Content Production Queue Specification

The Content Production Queue tracks new content production.

The Operations Dashboard summarises production work across the wider content system.

Production Queue = new content tracking

Operations Dashboard = multi-queue overview

Relationship To Content Brain Content Refresh Queue Specification

The Content Refresh Queue tracks improvement of existing content.

The Operations Dashboard summarises refresh activity, bottlenecks, and priority.

Refresh Queue = content maintenance tracking

Operations Dashboard = multi-queue overview

Relationship To Content Brain Repurposing Queue Specification

The Repurposing Queue tracks approved content reuse into new formats.

The Operations Dashboard summarises repurposing opportunities, active adaptations, and handoffs.

Repurposing Queue = content reuse tracking

Operations Dashboard = multi-queue overview

Relationship To Content Brain Publishing Readiness Checklist

The Publishing Readiness Checklist defines the gate before publishing or handoff.

The Operations Dashboard may show readiness status across items.

Publishing Readiness Checklist = review gate

Operations Dashboard = readiness visibility

Relationship To Content Brain Content Signal Feedback Framework

The Content Signal Feedback Framework defines how content-generated signals return to the MWMS system.

The Operations Dashboard may show items needing signal review.

Content Signal Feedback Framework = feedback logic

Operations Dashboard = feedback visibility

Relationship To Other MWMS Documents

This page must align with:

Content Brain Copy Map

Content Brain Page Registry

Content Brain Operating Model

Content Brain Workflow Map

Content Brain Content Brief Template

Content Brain Publishing Readiness Checklist

Content Brain Content Production Queue Specification

Content Brain Content Refresh Queue Specification

Content Brain Repurposing Queue Specification

Content Brain Content Signal Feedback Framework

Content Brain Content Production System Framework

Content Brain Content Optimization Framework

Content Brain Content Repurposing Framework

Content Brain Information Gain Framework

Content Brain E E A T Content Trust Framework

MWMS MCR To Brain Copy Rule

MWMS Brain Interaction Map

MWMS Brain To Brain Request Protocol

MWMS Supabase Naming Standard

MWMS Supabase Task Schema Standard

MWMS Document Structure Standard

MWMS Page Naming Standard

MWMS AI Output Standard Full File Delivery Rule

Drift Protection

The system must prevent:

dashboard work beginning before queues prove manual need

dashboard becoming a duplicate of MCR

dashboard replacing queue logic

dashboard creating authority

dashboard approving content

dashboard hiding risk-sensitive items

dashboard hiding blocked items

dashboard showing items without owner or next action

dashboard mixing governance pages with operational work

dashboard treating Review Later pages as active operational pages

dashboard being built as a plugin before manual workflow proves the need

dashboard interfering with M’s active build areas

dashboard creating noise instead of clarity

Architectural Intent

The Content Brain Content Operations Dashboard Specification exists to define the future visibility layer for Content Brain operations.

Its role is to unify operational visibility across production, refresh, and repurposing without merging those workflows into one confused queue.

The dashboard should help MWMS know:

what is being created

what is being improved

what is being reused

what is blocked

what is risky

what is ready

what needs review

what needs handoff

what needs signal feedback

The long-term intent is to support a practical operational dashboard on mwmscontentbrain.site while preserving MCR as the source of truth.

Final Rule

The Content Operations Dashboard must show content work.

It must not create authority.

If the dashboard does not make Content Brain clearer, faster, safer, or easier to manage, it should not be built yet.

Manual workflow must prove the dashboard before plugin or UI implementation begins.

Change Log

Version: v1.0
Date: 2026-05-06
Author: HeadOffice
Change: Initial creation of Content Brain Content Operations Dashboard Specification defining the future dashboard structure for production queue visibility, refresh queue visibility, repurposing queue visibility, blocked work, priority work, review and approval items, risk visibility, handoff status, signal feedback needs, dashboard filters, dashboard views, metrics, future data concepts, plugin or UI candidate logic, and drift protection.

Change Impact Declaration

Pages Created:
Content Brain Content Operations Dashboard Specification

Pages Updated:
None

Pages Deprecated:
None

Registries Requiring Update:
Content Brain Page Registry
Content Brain Copy Map

Canon Version Update Required:
No

Change Log Entry Required:
No