Marketing Pro Workflow - AI Instructions
Defines 38 marketing skills, a full-funnel pipeline, and routing guides for an AI agent to automate marketing workflows.
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
| Skill | Trigger |
|---|---|
| skill-navigator | which skills, recommend skills, what should I use, help me choose |
1. Audience & Positioning
| Skill | Trigger |
|---|---|
| marketing | marketing assets, full suite, persona to copy, marketing materials |
| buyer-persona-generator | buyer persona, ICP, ideal customer, target audience |
| Go-to-Market-Planner | GTM, go-to-market, launch plan, positioning, channels |
| prd-v09-gtm-strategy | PRD, product launch, GTM strategy, executable launch |
| marketing-strategy-pmm | product marketing, PMM, battlecard, competitive positioning |
2. Pricing & Competition
| Skill | Trigger |
|---|---|
| pricing-strategist | pricing, SaaS pricing, tiers, price experiment |
| competitor-price-tracker | competitor pricing, price monitoring, price alerts |
| competitive-ads-extractor | competitor ads, ad library, competitive intelligence |
3. Copywriting & Messaging
| Skill | Trigger |
|---|---|
| copy | copywriting, SaaS copy, high-converting, benefits |
| ad-copy-generator | ad copy, Google ads, Meta ads, LinkedIn ads |
| content-optimizer | SEO, on-page, keyword density, meta tags |
| content-brief | content brief, SEO brief, content planning |
4. Landing Pages & Conversion
| Skill | Trigger |
|---|---|
| landing-page | landing page, LP, conversion page, sales page |
| landing-page-copywriter | AIDA, landing copy, page copy |
| ui-ux-audit | UX audit, conversion audit, page review |
5. Campaign Execution
| Skill | Trigger |
|---|---|
| running-marketing-campaigns | campaign, marketing campaign, execute campaign |
| utm-builder | UTM, tracking links, campaign tracking |
| qr-code-generator | QR code, QR, offline tracking |
| email-template-generator | email template, email sequence, drip campaign |
6. Outreach & Growth
| Skill | Trigger |
|---|---|
| cold-email-sequence-generator | cold email, outreach sequence, email sequence |
| cold-outreach-generator | cold outreach, LinkedIn outreach, meeting request |
| personalization-at-scale | personalization, mass personalization, custom hooks |
| lead-research-assistant | lead research, prospect research, lead qualification |
7. A/B Testing & Optimization
| Skill | Trigger |
|---|---|
| funnel-analysis | funnel, conversion funnel, bottleneck, drop-off |
| analytics-interpretation | GA4, GSC, analytics, data interpretation |
8. Launch Management
| Skill | Trigger |
|---|---|
| technical-launch-planner | product launch, tech launch, launch timeline |
| launch-gtm-execution | launch execution, GTM execution, sales enablement |
9. Dashboard & Review
| Skill | Trigger |
|---|---|
| executive-dashboard-generator | dashboard, executive report, metrics summary |
| product-analytics | AARRR, retention, product metrics, weekly review |
| roi-analyzer | ROI, LTV, CAC, NPV, budget allocation |
| social-media-analyzer | social ROI, campaign performance |
| marketing-demand-acquisition | demand gen, paid media, CAC |
SEO & Content
| Skill | Trigger |
|---|---|
| seo-optimizer | SEO, optimization, rankings |
| serp-analysis | SERP, search results, competitor SERP |
| keyword-cluster-builder | keywords, keyword cluster, topic cluster |
Social Media
| Skill | Trigger |
|---|---|
| linkedin-post-optimizer | LinkedIn, post optimization |
| social-repurposer | repurpose, 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":
- Start with
Go-to-Market-Planner - Use
pricing-strategistfor pricing - Generate assets with
marketing - Plan launch with
technical-launch-planner
"Create landing page":
- Use
copyfor messaging - Use
landing-pagefor structure - Audit with
ui-ux-audit - Track with
utm-builder
"Run outreach campaign":
- Research with
lead-research-assistant - Personalize with
personalization-at-scale - Generate with
cold-email-sequence-generator - Track with
analytics-interpretation
"Review marketing performance":
- Generate with
executive-dashboard-generator - Analyze with
product-analytics - Calculate with
roi-analyzer - Diagnose with
funnel-analysis
"Create ad campaigns":
- Research with
competitive-ads-extractor - Write with
ad-copy-generator - Track with
utm-builder - Analyze with
social-media-analyzer
Quality Gates
- Before Copy: Run buyer-persona-generator to understand audience
- Before Landing Page: Get copy approved with conversion hooks
- Before Launch: Run technical-launch-planner checklist
- Before Campaign: Set up UTM tracking
- 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
- Competitive alternatives
- Unique attributes
- Value (so what?)
- Best-fit customers
- Market category
- 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-workflowwith your own repository name - Replace
Marketing Pro Workflow - AI Instructionswith your own file title - Replace
38with 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
Related Documents
Browser-only development
Guides AI assistants on an Electron + React + TypeScript desktop app for browsing and organizing AI-generated images locally.
Claude Agents — Reference & Recommendations
Catalogues 40+ Claude agents and marketing skills for building a cat adoption charity landing page, with a ready-to-paste prompt and backend API reference.
Golden DKG Prototype -- Master Plan
Defines an 8-phase implementation plan for a Rust prototype of the Golden non-interactive DKG protocol using BLS12-381 and tokio.
Swarms Examples Index
Lists 60+ example scripts for building single and multi-agent systems with the Swarms framework, organized by category and use case.