G30CONTENT

Ad copy generation and variant testing

For firms running paid acquisition, generates ad copy variants for different audience segments, channels, and angles — then watches performance and continuously feeds back into what works. Different from generic ad-generators in that the pattern grounds variants on the firm's actual messaging principles and approved claims library, refuses to make claims it can't substantiate, and tracks performance back to inform future variants. Humans approve every variant before it goes live. The pattern's value is letting marketing teams test more angles more often without each test consuming hours of copywriting time.

WHERE THIS FITS

BUSINESS SHAPES

Product companyDirect-to-consumerB2B services

VOLUME THRESHOLD

Below 10 ad variants active at once a month, the payback rarely earns the build. Patterns this shape reliably pay back at 100+.

REQUIREMENTS · 7 REQUIRED

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.

campaign_brief_intake
REQUIREDREADhuman
Where ad campaigns originate with audience, channel, goal, budget.
DATA SHAPE
Per-campaign: target audience, channel, format constraints, key messages, CTA, budget, goal metric.
COMMONLY FILLED BY
- campaign planning tool
- structured brief authored by marketing
- campaign intake form
approved_claims_library
REQUIREDREADcorpus
What the firm is allowed to say. Legal-reviewed claims with evidence, plus banned-language list.
DATA SHAPE
Per-claim: text, evidence link, approval status, expiry, audience or channel restrictions.
COMMONLY FILLED BY
- claims library maintained by marketing and legal
- structured approved-language repository
- compliance-reviewed messaging matrix
voice_and_style_guide
REQUIREDREADcorpus
Brand voice principles applied to ad copy specifically.
DATA SHAPE
Style rules with format-specific guidance (headline vs body, short-form vs long-form), tone-by-audience adjustments.
COMMONLY FILLED BY
- ad-specific section of the brand style guide
- structured rules co-authored with marketing leadership
- examples library of approved past copy
channel_specifications
REQUIREDREADcorpus
Per-channel constraints: character limits, image requirements, prohibited content, format conventions.
DATA SHAPE
Per-channel: technical specifications, policy constraints, performance norms.
COMMONLY FILLED BY
- channel-specific guidelines maintained by paid media team
- documented specs for major channels
- ad platform API constraints
variant_review_destination
REQUIREDWRITErequest
Where generated variants go for human approval before going live.
DATA SHAPE
Per-variant: copy, claims used, target segment, channel, suggested budget allocation, review and approve/reject actions.
COMMONLY FILLED BY
- review queue in the ad management workflow
- shared document with structured variant list
- approval interface in the paid media tool
ad_platform_publishing
REQUIREDWRITEevent
Where approved variants get published to actually run.
DATA SHAPE
Variant with full ad-platform specifications, targeting, budget, scheduling.
COMMONLY FILLED BY
- ad platform APIs for major channels
- campaign management tool with publish capability
- structured handoff to the paid media team for upload
performance_data_feedback
REQUIREDREADbatch
How variants perform back to the pattern: impressions, CTR, conversion, cost per outcome.
DATA SHAPE
Per-variant per-day: spend, impressions, clicks, conversions, attributed value.
COMMONLY FILLED BY
- ad platform performance APIs
- marketing analytics platform
- attribution data linking ads to conversions

RUNTIME FLOW · 8 STEPS

01
Campaign brief is received through intake
campaign_brief_intake
02
Generate variant set spanning angles: features-led, outcome-led, social-proof-led, problem-led, etc.
03
Constrain each variant to approved claims and apply style guide
approved_claims_libraryvoice_and_style_guide
04
Adapt each variant to channel specifications: character limits, format conventions
channel_specifications
05
Route to review destination with claim citations and segment targeting suggestions
variant_review_destination
06
On approval, publish to ad platforms
ad_platform_publishing
07
Continuously ingest performance data, attribute to variants
performance_data_feedback
08
Surface winning angles to marketing for future variant generation; flag underperformers for retirement

EMISSIONS · 3

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

creative_performance_signal
Which angles and copy patterns actually win in this market, with the supporting performance data.
CONSUMED BY
- paid media strategy
- creative team direction
- marketing leadership reviews
claim_effectiveness_signal
Which approved claims drive the strongest response, useful for messaging strategy refinement.
CONSUMED BY
- product marketing
- messaging strategy reviews
- approved claims library maintenance
audience_response_signal
Per-segment response patterns, useful for audience strategy and product positioning.
CONSUMED BY
- audience strategy
- product positioning
- segment-level analytics