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Marketing Pro Workflow - AI Instructions

Defines 38 marketing skills, a full-funnel pipeline, and routing guides for an AI agent to automate marketing workflows.

May 2, 2026
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What this file does

Defines 38 marketing skills, a full-funnel pipeline, and routing guides for an AI agent to automate marketing workflows.

When to use it

  • Building an AI assistant for end-to-end marketing automation
  • Structuring a multi-skill agent for product launches or campaigns
  • Creating a reusable marketing workflow template for AI tools
  • Designing skill orchestration and routing logic for marketing tasks

Marketing Pro Workflow - AI Instructions

AI execution guide for marketing pro workflow with 38 skills for full-funnel marketing automation.

Available Skills (38)

0. Skill Orchestration

SkillTrigger
skill-navigatorwhich skills, recommend skills, what should I use, help me choose

1. Audience & Positioning

SkillTrigger
marketingmarketing assets, full suite, persona to copy, marketing materials
buyer-persona-generatorbuyer persona, ICP, ideal customer, target audience
Go-to-Market-PlannerGTM, go-to-market, launch plan, positioning, channels
prd-v09-gtm-strategyPRD, product launch, GTM strategy, executable launch
marketing-strategy-pmmproduct marketing, PMM, battlecard, competitive positioning

2. Pricing & Competition

SkillTrigger
pricing-strategistpricing, SaaS pricing, tiers, price experiment
competitor-price-trackercompetitor pricing, price monitoring, price alerts
competitive-ads-extractorcompetitor ads, ad library, competitive intelligence

3. Copywriting & Messaging

SkillTrigger
copycopywriting, SaaS copy, high-converting, benefits
ad-copy-generatorad copy, Google ads, Meta ads, LinkedIn ads
content-optimizerSEO, on-page, keyword density, meta tags
content-briefcontent brief, SEO brief, content planning

4. Landing Pages & Conversion

SkillTrigger
landing-pagelanding page, LP, conversion page, sales page
landing-page-copywriterAIDA, landing copy, page copy
ui-ux-auditUX audit, conversion audit, page review

5. Campaign Execution

SkillTrigger
running-marketing-campaignscampaign, marketing campaign, execute campaign
utm-builderUTM, tracking links, campaign tracking
qr-code-generatorQR code, QR, offline tracking
email-template-generatoremail template, email sequence, drip campaign

6. Outreach & Growth

SkillTrigger
cold-email-sequence-generatorcold email, outreach sequence, email sequence
cold-outreach-generatorcold outreach, LinkedIn outreach, meeting request
personalization-at-scalepersonalization, mass personalization, custom hooks
lead-research-assistantlead research, prospect research, lead qualification

7. A/B Testing & Optimization

SkillTrigger
funnel-analysisfunnel, conversion funnel, bottleneck, drop-off
analytics-interpretationGA4, GSC, analytics, data interpretation

8. Launch Management

SkillTrigger
technical-launch-plannerproduct launch, tech launch, launch timeline
launch-gtm-executionlaunch execution, GTM execution, sales enablement

9. Dashboard & Review

SkillTrigger
executive-dashboard-generatordashboard, executive report, metrics summary
product-analyticsAARRR, retention, product metrics, weekly review
roi-analyzerROI, LTV, CAC, NPV, budget allocation
social-media-analyzersocial ROI, campaign performance
marketing-demand-acquisitiondemand gen, paid media, CAC

SEO & Content

SkillTrigger
seo-optimizerSEO, optimization, rankings
serp-analysisSERP, search results, competitor SERP
keyword-cluster-builderkeywords, keyword cluster, topic cluster

Social Media

SkillTrigger
linkedin-post-optimizerLinkedIn, post optimization
social-repurposerrepurpose, cross-platform, content conversion

Complete Marketing Pipeline

Stage 0: Skill Selection
└── skill-navigator → Auto-route to best skills for your goal

Stage 1: Positioning & Audience
├── buyer-persona-generator → Create ICP and personas
├── marketing → Generate full marketing asset suite
├── Go-to-Market-Planner → Complete GTM planning
└── prd-v09-gtm-strategy → PRD-driven launch strategy

Stage 2: Pricing & Competition
├── pricing-strategist → Define pricing strategy
├── competitor-price-tracker → Monitor competitor pricing
└── competitive-ads-extractor → Analyze competitor ads

Stage 3: Copywriting
├── copy → High-converting copy for all channels
├── ad-copy-generator → Ads for all platforms
└── content-brief → SEO content briefs

Stage 4: Landing Pages
├── landing-page → Full LP structure & copy
├── landing-page-copywriter → AIDA copy
└── ui-ux-audit → Conversion optimization

Stage 5: Campaign Execution
├── running-marketing-campaigns → Full campaign planning
├── utm-builder → Unified tracking
├── qr-code-generator → Offline material tracking
└── email-template-generator → Email sequences

Stage 6: Outreach & Growth
├── cold-email-sequence-generator → Cold outreach sequences
├── cold-outreach-generator → Meeting-focused scripts
├── personalization-at-scale → Mass personalization
└── lead-research-assistant → Lead qualification

Stage 7: Testing & Optimization
├── funnel-analysis → Diagnose conversion bottlenecks
└── analytics-interpretation → Data interpretation

Stage 8: Launch
├── technical-launch-planner → Product launch planning
└── launch-gtm-execution → Execution checklist

Stage 9: Dashboard & Review
├── executive-dashboard-generator → Executive reporting
├── product-analytics → AARRR metrics review
├── roi-analyzer → ROI/LTV/CAC analysis
└── social-media-analyzer → Campaign ROI

Skill Combinations

Product Launch Pipeline

buyer-persona-generator → Go-to-Market-Planner → pricing-strategist
→ marketing → landing-page → technical-launch-planner
→ utm-builder → executive-dashboard-generator

Cold Outreach Machine

lead-research-assistant → buyer-persona-generator
→ personalization-at-scale → cold-email-sequence-generator
→ cold-outreach-generator → analytics-interpretation

Landing Page Optimization

copy → landing-page → landing-page-copywriter
→ ui-ux-audit → utm-builder → funnel-analysis

Full-Funnel Campaign

running-marketing-campaigns → ad-copy-generator → email-template-generator
→ utm-builder → funnel-analysis → roi-analyzer

SEO Content Pipeline

keyword-cluster-builder → serp-analysis → content-brief
→ content-optimizer → seo-optimizer

Weekly Marketing Review

executive-dashboard-generator → product-analytics
→ roi-analyzer → funnel-analysis

Routing Guide

By Goal Type

"Launch a product":

  1. Start with Go-to-Market-Planner
  2. Use pricing-strategist for pricing
  3. Generate assets with marketing
  4. Plan launch with technical-launch-planner

"Create landing page":

  1. Use copy for messaging
  2. Use landing-page for structure
  3. Audit with ui-ux-audit
  4. Track with utm-builder

"Run outreach campaign":

  1. Research with lead-research-assistant
  2. Personalize with personalization-at-scale
  3. Generate with cold-email-sequence-generator
  4. Track with analytics-interpretation

"Review marketing performance":

  1. Generate with executive-dashboard-generator
  2. Analyze with product-analytics
  3. Calculate with roi-analyzer
  4. Diagnose with funnel-analysis

"Create ad campaigns":

  1. Research with competitive-ads-extractor
  2. Write with ad-copy-generator
  3. Track with utm-builder
  4. Analyze with social-media-analyzer

Quality Gates

  1. Before Copy: Run buyer-persona-generator to understand audience
  2. Before Landing Page: Get copy approved with conversion hooks
  3. Before Launch: Run technical-launch-planner checklist
  4. Before Campaign: Set up UTM tracking
  5. After Campaign: Run funnel-analysis + roi-analyzer

Output Standards

Buyer Personas

  • Demographics, psychographics, pain points
  • Jobs-to-be-done framework
  • Buying triggers and objections
  • Channel preferences

Copy

  • Headline, subheadline, body
  • Feature → Benefit mapping
  • Social proof elements
  • Clear CTA

Landing Pages

  • Hero section with value prop
  • Problem-agitation-solution
  • Features with benefits
  • Social proof section
  • FAQ
  • CTA sections

Campaign Plans

  • Timeline with milestones
  • Channel mix with budgets
  • UTM tracking scheme
  • Success metrics

Analytics Reports

  • Key metrics summary
  • Trend analysis
  • Anomaly detection
  • Action recommendations

Pricing Strategy

  • Tier definitions
  • Value metrics
  • Competitive positioning
  • A/B test recommendations

Cold Outreach

  • 7-14 email sequence
  • A/B subject line variations
  • Personalization fields
  • Follow-up rhythm

Key Frameworks

April Dunford Positioning

  1. Competitive alternatives
  2. Unique attributes
  3. Value (so what?)
  4. Best-fit customers
  5. Market category
  6. Relevant trends

AARRR Metrics

  • Acquisition
  • Activation
  • Retention
  • Revenue
  • Referral

Demand Gen Metrics

  • CAC (Customer Acquisition Cost)
  • LTV (Lifetime Value)
  • MQL → SQL conversion
  • Pipeline velocity
  • ROAS / ROMI

Data Sources

  • Google Analytics 4
  • Google Search Console
  • Social media platforms
  • CRM data
  • Competitor websites
  • Ad libraries (Meta, Google, LinkedIn)

What's inside

1 pipeline diagram, 6 skill combinations, 5 routing guides, 5 quality gates, 6 output standards, 3 frameworks

Change this for your project

  • Replace nicepkg/ai-workflow with your own repository name
  • Replace Marketing Pro Workflow - AI Instructions with your own file title
  • Replace 38 with your actual skill count if different

Where it goes

Save as AGENTS.md in your repository root. Read by Codex, Cursor and other agents that follow the AGENTS.md convention.

Worth borrowing

  • Skill orchestration via a navigator skill that auto-routes based on user triggers
  • Predefined skill combinations for common pipelines like product launch or cold outreach
  • Quality gates that enforce prerequisite steps before executing downstream skills

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