G28CONTENT

Content production pipeline

An end-to-end pipeline that takes a content brief — topic, audience, format, tone — and moves it through research, drafting, internal review, editorial polish, and publication. Different from a tool that just generates text in that it works from the firm's actual content principles, references the firm's own prior writing and research, routes drafts to the right humans at the right stages, and never publishes anything without explicit human approval. The pattern's value is compressing the time from brief to published from weeks to days while keeping the firm's voice and quality bar intact.

WHERE THIS FITS

BUSINESS SHAPES

B2B servicesProduct companyNon-profit / mission-driven

VOLUME THRESHOLD

Below 5 content pieces published per month a month, the payback rarely earns the build. Patterns this shape reliably pay back at 30+.

FITS BEST

Content-driven marketing motions: SaaS, e-commerce, agencies.

PAYBACK · 4-8 moBUILD · MediumVALUE · $30k-$120kWHEN · active content marketing

FAILURE MODE TO DESIGN AROUND

Generic AI voice → the #1 failure. Brand-voice tuning is most of the value.

REQUIREMENTS · 6 REQUIRED, 1 OPTIONAL

Requirements describe capabilities the pattern needs in your environment, not the vendors you must buy. Any system that fills a requirement satisfies it — that’s what makes the catalog portable across the long tail of SMB tooling.

content_brief_intake
REQUIREDREADhuman
Where content briefs originate. A brief defines what's being written and why.
DATA SHAPE
Per-brief: topic, audience, intended format, tone, key messages, links to source research, target publication date, requesting stakeholder.
COMMONLY FILLED BY
- briefing form in the content management workflow
- structured brief template authored by marketing
- intake from product or research teams with structured fields
firm_content_corpus
REQUIREDREADcorpus
Existing published content the pattern reads to learn the firm's voice and avoid repetition.
DATA SHAPE
Prior published content with metadata: format, audience, topics, performance. Used for voice modeling and topical coverage analysis.
COMMONLY FILLED BY
- published content archive in the CMS
- structured content library with tags
- blog and resource center publications
supporting_research_corpus
REQUIREDREADcorpus
Internal research, expert interviews, product information, customer evidence that supports the piece.
DATA SHAPE
Per-content-area research with citations, dates, source credibility, key findings.
COMMONLY FILLED BY
- research repository maintained by the firm
- interview transcripts (potentially from A4)
- product documentation
- customer case study archive
voice_and_style_guide
REQUIREDREADcorpus
The firm's explicit content principles: vocabulary preferences, banned words, structural conventions, audience-specific tone adjustments.
DATA SHAPE
Structured style guide with examples of good and bad voice, sentence-level rules, format-specific guidance.
COMMONLY FILLED BY
- content style guide maintained by editorial leadership
- structured rule library co-authored during engagement
- tone-of-voice examples documented in the brand book
stage_review_destinations
REQUIREDWRITErequest
The set of human review points the draft passes through: subject expert, editorial, legal if needed, requester sign-off.
DATA SHAPE
Draft at each stage with reviewer notes, suggested edits, approval/reject decisions per stage.
COMMONLY FILLED BY
- review workflow in the content management system
- shared documents with stage-tagged reviewers
- structured editorial pipeline with named reviewers
publication_destination
REQUIREDWRITEevent
Where approved content gets published. Pattern never publishes autonomously.
DATA SHAPE
Approved content with metadata for the destination: tags, distribution list, scheduled publication time, related content links.
COMMONLY FILLED BY
- company blog or resource center CMS
- newsletter distribution system
- social media scheduling tool
- internal communications channels
performance_feedback_loop
RECOMMENDEDREADbatch
How published content gets evaluated: engagement, conversion, audience response.
DATA SHAPE
Per-piece performance: reads, dwell time, shares, downstream conversion, audience response if collected.
IF MISSING
Pattern keeps producing but can't learn what works. Recommend even basic performance feedback.
COMMONLY FILLED BY
- analytics platform with content performance
- structured engagement tracking
- downstream conversion attribution

RUNTIME FLOW · 8 STEPS

01
Content brief is created or assigned through the intake
content_brief_intake
02
Search prior content for topical overlap, voice examples, related pieces to reference or update
firm_content_corpus
03
Search supporting research for evidence relevant to the brief
supporting_research_corpus
04
Apply voice and style guide constraints as drafting guidance
voice_and_style_guide
05
Generate first draft with explicit citations to supporting research and links to related prior content
06
Route through staged review: subject expert → editorial → requester sign-off, each with edit and approve/reject
stage_review_destinations
07
On final approval, publish to the destination with full metadata
publication_destination
08
Track performance and feed back to inform future briefs and tuning
performance_feedback_loop

EMISSIONS · 3

Structured outputs this pattern produces. Other patterns and client systems can subscribe to them, which is how the catalog composes over time.

production_velocity_signal
Brief-to-publish time per content type, the headline operational metric.
CONSUMED BY
- content team dashboards
- marketing leadership reviews
- editorial calendar planning
content_performance_signal
Which content types, topics, and angles actually perform.
CONSUMED BY
- content strategy refinement
- topic prioritization
- executive marketing reviews
topical_coverage_signal
What the firm has and hasn't covered across its content, surfacing gaps in topical authority.
CONSUMED BY
- editorial planning
- SEO strategy
- G29 content gap analysis pattern if live