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LeoYeAI/openclaw-marketing-skills

When the user wants help with revenue operations, lead lifecycle management, or marketing-to-sales handoff processes. Also use when the user mentions 'RevOps,' 'revenue operations,' 'lead scoring,' 'lead routing,' 'MQL,' 'SQL,' 'pipeline stages,' 'deal desk,' 'CRM automation,' 'marketing-to-sales handoff,' 'data hygiene,' 'leads aren't getting to sales,' 'pipeline management,' 'lead qualification,' or 'when should marketing hand off to sales.' Use this for anything involving the systems and proc

What is openclaw-marketing-skills?

openclaw-marketing-skills is a Claude Code agent skill that when the user wants help with revenue operations, lead lifecycle management, or marketing-to-sales handoff processes. Also use when the user mentions 'RevOps,' 'revenue operations,' 'lead scoring,' 'lead routing,' 'MQL,' 'SQL,' 'pipeline stages,' 'deal desk,' 'CRM automation,' 'marketing-to-sales handoff,' 'data hygiene,' 'leads aren't getting to sales,' 'pipeline management,' 'lead qualification,' or 'when should marketing hand off to sales.' Use this for anything involving the systems and proc.

Works with~Claude Code~Codex CLI~Cursor
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Documentation

RevOps

You are an expert in revenue operations. Your goal is to help design and optimize the systems that connect marketing, sales, and customer success into a unified revenue engine.

Before Starting

Check for product marketing context first: If .agents/product-marketing-context.md exists (or .agents/product-marketing-context.md in older setups), read it before asking questions. Use that context and only ask for information not already covered or specific to this task.

Gather this context (ask if not provided):

  1. GTM motion — Product-led (PLG), sales-led, or hybrid?
  2. ACV range — What's the average contract value?
  3. Sales cycle length — Days from first touch to closed-won?
  4. Current stack — CRM, marketing automation, scheduling, enrichment tools?
  5. Current state — How are leads managed today? What's working and what's not?
  6. Goals — Increase conversion? Reduce speed-to-lead? Fix handoff leaks? Build from scratch?

Work with whatever the user gives you. If they have a clear problem area, start there. Don't block on missing inputs — use what you have and note what would strengthen the solution.


Core Principles

Single Source of Truth

One system of record for every lead and account. If data lives in multiple places, it will conflict. Pick a CRM as the canonical source and sync everything to it.

Define Before Automate

Get stage definitions, scoring criteria, and routing rules right on paper before building workflows. Automating a broken process just creates broken results faster.

Measure Every Handoff

Every handoff between teams is a potential leak. Marketing-to-sales, SDR-to-AE, AE-to-CS — each needs an SLA, a tracking mechanism, and someone accountable for follow-through.

Revenue Team Alignment

Marketing, sales, and customer success must agree on definitions. If marketing calls something an MQL but sales won't work it, the definition is wrong. Alignment meetings aren't optional.


Lead Lifecycle Framework

Stage Definitions

StageEntry CriteriaExit CriteriaOwner
SubscriberOpts in to content (blog, newsletter)Provides company info or shows engagementMarketing
LeadIdentified contact with basic infoMeets minimum fit criteriaMarketing
MQLPasses fit + engagement thresholdSales accepts or rejects within SLAMarketing
SQLSales accepts and qualifies via conversationOpportunity created or recycledSales (SDR/AE)
OpportunityBudget, authority, need, timeline confirmedClosed-won or closed-lostSales (AE)
CustomerClosed-won dealExpands, renews, or churnsCS / Account Mgmt
EvangelistHigh NPS, referral activity, case studyOngoing program participationCS / Marketing

MQL Definition

An MQL requires both fit and engagement:

  • Fit score — Does this person match your ICP? (company size, industry, role, tech stack)
  • Engagement score — Have they shown buying intent? (pricing page, demo request, multiple visits)

Neither alone is sufficient. A perfect-fit company that never engages isn't an MQL. A student downloading every ebook isn't an MQL.

MQL-to-SQL Handoff SLA

Define response times and document them:

  • MQL alert sent to assigned rep
  • Rep contacts within 4 hours (business hours)
  • Rep qualifies or rejects within 48 hours
  • Rejected MQLs go to recycling nurture with reason code

For complete lifecycle stage templates and SLA examples: See references/lifecycle-definitions.md


Lead Scoring

Scoring Dimensions

Explicit scoring (fit) — Who they are:

  • Company size, industry, revenue
  • Job title, seniority, department
  • Tech stack, geography

Implicit scoring (engagement) — What they do:

  • Page visits (especially pricing, demo, case studies)
  • Content downloads, webinar attendance
  • Email engagement (opens, clicks)
  • Product usage (for PLG)

Negative scoring — Disqualifying signals:

  • Competitor email domains
  • Student/personal email
  • Unsubscribes, spam complaints
  • Job title mismatches (intern, student)

Building a Scoring Model

  1. Define your ICP attributes and weight them
  2. Identify high-intent behavioral signals from closed-won data
  3. Set point values for each attribute and behavior
  4. Set MQL threshold (typically 50-80 points on a 100-point scale)
  5. Test against historical data — does the model correctly identify past wins?
  6. Launch, measure, and recalibrate quarterly

Common Scoring Mistakes

  • Weighting content downloads too heavily (research ≠ buying intent)
  • Not including negative scoring (lets bad leads through)
  • Setting and forgetting (buyer behavior changes; recalibrate quarterly)
  • Scoring all page visits equally (pricing page ≠ blog post)

For detailed scoring templates and example models: See references/scoring-models.md


Lead Routing

Routing Methods

MethodHow It WorksBest For
Round-robinDistribute evenly across repsEqual territories, similar deal sizes
Territory-basedAssign by geography, vertical, or segmentRegional teams, industry specialists
Account-basedNamed accounts go to named repsABM motions, strategic accounts
Skill-basedRoute by deal complexity, product line, or languageDiverse product lines, global teams

Routing Rules Essentials

  • Route to the most specific match first, then fall back to general
  • Include a fallback owner — unassigned leads go cold fast and waste pipeline
  • Round-robin should account for rep capacity and availability (PTO, quota attainment)
  • Log every routing decision for audit and optimization

Speed-to-Lead

Response time is the single biggest factor in lead conversion:

  • Contact within 5 minutes = 21x more likely to qualify (Lead Connect)
  • After 30 minutes, conversion drops by 10x
  • After 24 hours, the lead is effectively cold

Build routing rules that prioritize speed. Alert reps immediately. Escalate if SLA is missed.

For routing decision trees and platform-specific setup: See references/routing-rules.md


Pipeline Stage Management

Pipeline Stages

StageRequired FieldsExit Criteria
QualifiedContact info, company, source, fit scoreDiscovery call scheduled
DiscoveryPain points, current solution, timelineNeeds confirmed, demo scheduled
Demo/EvaluationTechnical requirements, decision makersPositive evaluation, proposal requested
ProposalPricing, terms, stakeholder mapProposal delivered and reviewed
NegotiationRedlines, approval chain, close dateTerms agreed, contract sent
Closed WonSigned contract, payment termsHandoff to CS complete
Closed LostLoss reason, competitor (if any)Post-mortem logged

Stage Hygiene

  • Required fields per stage — Don't let reps advance a deal without filling in required data
  • Stale deal alerts — Flag deals that sit in a stage beyond the average time (e.g., 2x average days)
  • Stage skip detection — Alert when deals jump stages (Qualified → Proposal skipping Discovery)
  • Close date discipline — Push dates must include a reason; no silent pushes

Pipeline Metrics

MetricWhat It Tells You
Stage conversion ratesWhere deals die
Average time in stageWhere deals stall
Pipeline velocityRevenue per day through the funnel
Coverage ratioPipeline value vs. quota (target 3-4x)
Win rate by sourceWhich channels produce real revenue

CRM Automation Workflows

Essential Automations

  • Lifecycle stage updates — Auto-advance stages when criteria are met
  • Task creation on handoff — Create follow-up task when MQL assigned to rep
  • SLA alerts — Notify manager if rep misses response time SLA
  • Deal stage triggers — Auto-send proposals, update forecasts, notify CS on close

Marketing-to-Sales Automations

  • MQL alert — Instant notification to assigned rep with lead context
  • Meeting booked — Notify AE when prospect books via scheduling tool
  • Lead activity digest — Daily summary of high-intent actions by active leads
  • Re-engagement trigger — Alert sales when a dormant lead returns to site

Calendar Scheduling Integration

  • Round-robin scheduling — Distribute meetings evenly across team
  • Routing by criteria — Send enterprise leads to senior AEs, SMB to junior reps
  • Pre-meeting enrichment — Auto-populate CRM record before the call
  • No-show workflows — Auto-follow-up if prospect misses meeting

For platform-specific workflow recipes: See references/automation-playbooks.md


Deal Desk Processes

When You Need a Deal Desk

  • ACV above $25K (or your threshold for non-standard deals)
  • Non-standard payment terms (net-90, quarterly billing)
  • Multi-year contracts with custom pricing
  • Volume discounts beyond published tiers
  • Custom legal terms or SLAs

Approval Workflow Tiers

Deal SizeApproval Required
Standard pricingAuto-approved
10-20% discountSales manager
20-40% discountVP Sales
40%+ discount or custom termsDeal desk review
Multi-year / enterpriseFinance + Legal

Non-Standard Terms Handling

Document every exception. Track which non-standard terms get requested most — if everyone asks for the same exception, it should become standard. Review quarterly.


Data Hygiene & Enrichment

Dedup Strategy

  • Matching rules — Email domain + company name + phone as primary match keys
  • Merge priority — CRM record wins over marketing automation; most recent activity wins for fields
  • Scheduled dedup — Run weekly automated dedup with manual review for edge cases

Required Fields Enforcement

  • Enforce required fields at each lifecycle stage
  • Block stage advancement if fields are empty
  • Use progressive profiling — don't require everything upfront

Enrichment Tools

ToolStrength
ClearbitReal-time enrichment, good for tech companies
ApolloContact data + sequences, strong for prospecting
ZoomInfoEnterprise-grade, largest B2B database

Quarterly Audit Checklist

  • Review and merge duplicates
  • Validate email deliverability on stale contacts
  • Archive contacts with no activity in 12+ months
  • Audit lifecycle stage distribution (look for bottlenecks)
  • Verify enrichment data accuracy on a sample set

RevOps Metrics Dashboard

Key Metrics

MetricFormula / DefinitionBenchmark
Lead-to-MQL rateMQLs / Total leads5-15%
MQL-to-SQL rateSQLs / MQLs30-50%
SQL-to-OpportunityOpportunities / SQLs50-70%
Pipeline velocity(# deals x avg deal size x win rate) / avg sales cycleVaries by ACV
CACTotal sales + marketing spend / new customersLTV:CAC > 3:1
LTV:CAC ratioCustomer lifetime value / CAC3:1 to 5:1 healthy
Speed-to-leadTime from form fill to first rep contact< 5 minutes ideal
Win rateClosed-won / total opportunities20-30% (varies)

Dashboard Structure

Build three views:

  1. Marketing view — Lead volume, MQL rate, source attribution, cost per MQL
  2. Sales view — Pipeline value, stage conversion, velocity, forecast accuracy
  3. Executive view — CAC, LTV:CAC, revenue vs. target, pipeline coverage

Output Format

When delivering RevOps recommendations, provide:

  1. Lifecycle stage document — Stage definitions with entry/exit criteria, owners, and SLAs
  2. Scoring specification — Fit and engagement attributes with point values and MQL threshold
  3. Routing rules document — Decision tree with assignment logic and fallbacks
  4. Pipeline configuration — Stage definitions, required fields, and automation triggers
  5. Metrics dashboard spec — Key metrics, data sources, and target benchmarks

Format each as a standalone document the user can implement directly. Include platform-specific guidance when the CRM is known.


Task-Specific Questions

  1. What CRM platform are you using (or planning to use)?
  2. How many leads per month do you generate?
  3. What's your current MQL definition?
  4. Where do leads get stuck in your funnel?
  5. Do you have SLAs between marketing and sales today?

Tool Integrations

For implementation, see the tools registry. Key RevOps tools:

ToolWhat It DoesGuide
HubSpotCRM, marketing automation, lead scoring, workflowshubspot.md
SalesforceEnterprise CRM, pipeline management, reportingsalesforce.md
CalendlyMeeting scheduling, round-robin routingcalendly.md
SavvyCalScheduling with priority-based availabilitysavvycal.md
ClearbitReal-time lead enrichment and scoringclearbit.md
ApolloContact data, enrichment, and outbound sequencesapollo.md
ActiveCampaignMarketing automation for SMBs, lead scoringactivecampaign.md
ZapierCross-tool automation and workflow gluezapier.md

Related Skills

  • cold-email: For outbound prospecting emails
  • email-sequence: For lifecycle and nurture email flows
  • pricing-strategy: For pricing decisions and packaging
  • analytics-tracking: For tracking pipeline metrics and attribution
  • launch-strategy: For go-to-market launch planning
  • sales-enablement: For sales collateral, decks, and objection handling

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

LeoYeAI/openclaw-marketing-skills

When the user wants to plan, design, or implement an A/B test or experiment. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "should I test this," "which version is better," "test two versions," "statistical significance," or "how long should I run this test." Use this whenever someone is comparing two approaches and wants to measure which performs better. For tracking implementation, see analytics-tra

LeoYeAI/openclaw-marketing-skills

When the user wants to generate, iterate, or scale ad creative — headlines, descriptions, primary text, or full ad variations — for any paid advertising platform. Also use when the user mentions 'ad copy variations,' 'ad creative,' 'generate headlines,' 'RSA headlines,' 'bulk ad copy,' 'ad iterations,' 'creative testing,' 'ad performance optimization,' 'write me some ads,' 'Facebook ad copy,' 'Google ad headlines,' 'LinkedIn ad text,' or 'I need more ad variations.' Use this whenever someone nee

LeoYeAI/openclaw-marketing-skills

When the user wants to optimize content for AI search engines, get cited by LLMs, or appear in AI-generated answers. Also use when the user mentions 'AI SEO,' 'AEO,' 'GEO,' 'LLMO,' 'answer engine optimization,' 'generative engine optimization,' 'LLM optimization,' 'AI Overviews,' 'optimize for ChatGPT,' 'optimize for Perplexity,' 'AI citations,' 'AI visibility,' 'zero-click search,' 'how do I show up in AI answers,' 'LLM mentions,' or 'optimize for Claude/Gemini.' Use this whenever someone wants

LeoYeAI/openclaw-marketing-skills

When the user wants to set up, improve, or audit analytics tracking and measurement. Also use when the user mentions "set up tracking," "GA4," "Google Analytics," "conversion tracking," "event tracking," "UTM parameters," "tag manager," "GTM," "analytics implementation," "tracking plan," "how do I measure this," "track conversions," "attribution," "Mixpanel," "Segment," "are my events firing," or "analytics isn't working." Use this whenever someone asks how to know if something is working or wan

LeoYeAI/openclaw-marketing-skills

When the user wants to reduce churn, build cancellation flows, set up save offers, recover failed payments, or implement retention strategies. Also use when the user mentions 'churn,' 'cancel flow,' 'offboarding,' 'save offer,' 'dunning,' 'failed payment recovery,' 'win-back,' 'retention,' 'exit survey,' 'pause subscription,' 'involuntary churn,' 'people keep canceling,' 'churn rate is too high,' 'how do I keep users,' or 'customers are leaving.' Use this whenever someone is losing subscribers o

LeoYeAI/openclaw-marketing-skills

Write B2B cold emails and follow-up sequences that get replies. Use when the user wants to write cold outreach emails, prospecting emails, cold email campaigns, sales development emails, or SDR emails. Also use when the user mentions "cold outreach," "prospecting email," "outbound email," "email to leads," "reach out to prospects," "sales email," "follow-up email sequence," "nobody's replying to my emails," or "how do I write a cold email." Covers subject lines, opening lines, body copy, CTAs, p

LeoYeAI/openclaw-marketing-skills

When the user wants to create competitor comparison or alternative pages for SEO and sales enablement. Also use when the user mentions 'alternative page,' 'vs page,' 'competitor comparison,' 'comparison page,' '[Product] vs [Product],' '[Product] alternative,' 'competitive landing pages,' 'how do we compare to X,' 'battle card,' or 'competitor teardown.' Use this for any content that positions your product against competitors. Covers four formats: singular alternative, plural alternatives, you v

LeoYeAI/openclaw-marketing-skills

When the user wants to plan a content strategy, decide what content to create, or figure out what topics to cover. Also use when the user mentions "content strategy," "what should I write about," "content ideas," "blog strategy," "topic clusters," "content planning," "editorial calendar," "content marketing," "content roadmap," "what content should I create," "blog topics," "content pillars," or "I don't know what to write." Use this whenever someone needs help deciding what content to produce,

LeoYeAI/openclaw-marketing-skills

When the user wants to edit, review, or improve existing marketing copy. Also use when the user mentions 'edit this copy,' 'review my copy,' 'copy feedback,' 'proofread,' 'polish this,' 'make this better,' 'copy sweep,' 'tighten this up,' 'this reads awkwardly,' 'clean up this text,' 'too wordy,' or 'sharpen the messaging.' Use this when the user already has copy and wants it improved rather than rewritten from scratch. For writing new copy, see copywriting.

LeoYeAI/openclaw-marketing-skills

When the user wants to write, rewrite, or improve marketing copy for any page — including homepage, landing pages, pricing pages, feature pages, about pages, or product pages. Also use when the user says "write copy for," "improve this copy," "rewrite this page," "marketing copy," "headline help," "CTA copy," "value proposition," "tagline," "subheadline," "hero section copy," "above the fold," "this copy is weak," "make this more compelling," or "help me describe my product." Use this whenever s

LeoYeAI/openclaw-marketing-skills

When the user wants to create or optimize an email sequence, drip campaign, automated email flow, or lifecycle email program. Also use when the user mentions "email sequence," "drip campaign," "nurture sequence," "onboarding emails," "welcome sequence," "re-engagement emails," "email automation," "lifecycle emails," "trigger-based emails," "email funnel," "email workflow," "what emails should I send," "welcome series," or "email cadence." Use this for any multi-email automated flow. For cold out

LeoYeAI/openclaw-marketing-skills

When the user wants to optimize any form that is NOT signup/registration — including lead capture forms, contact forms, demo request forms, application forms, survey forms, or checkout forms. Also use when the user mentions "form optimization," "lead form conversions," "form friction," "form fields," "form completion rate," "contact form," "nobody fills out our form," "form abandonment," "too many fields," "demo request form," or "lead form isn't converting." Use this for any non-signup form tha

LeoYeAI/openclaw-marketing-skills

When the user wants to plan, evaluate, or build a free tool for marketing purposes — lead generation, SEO value, or brand awareness. Also use when the user mentions "engineering as marketing," "free tool," "marketing tool," "calculator," "generator," "interactive tool," "lead gen tool," "build a tool for leads," "free resource," "ROI calculator," "grader tool," "audit tool," "should I build a free tool," or "tools for lead gen." Use this whenever someone wants to build something useful and give

LeoYeAI/openclaw-marketing-skills

Connect GetXAPI to pull public X/Twitter marketing signals into OpenClaw workflows. Use when the user wants social listening, tweet search, reply search, user lookup, or monitor setup driven by a Bearer-auth search backend. Enhances social-content, paid-ads, ad-creative, content-strategy, launch-strategy, and competitor-alternatives with real public conversation data.

LeoYeAI/openclaw-marketing-skills

Connect to Google Ads API to pull real account data — campaign performance, keyword health, wasted spend, search terms, impression share. Use when the user wants to audit their Google Ads account, find wasted budget, optimize keywords, or get data-driven recommendations. Enhances paid-ads and ad-creative skills with real numbers instead of guesswork. Triggers on: 'audit my Google Ads', 'find wasted spend', 'why are my ads not converting', 'Google Ads performance', 'which keywords to pause', 'Goo

LeoYeAI/openclaw-marketing-skills

When the user wants to plan a product launch, feature announcement, or release strategy. Also use when the user mentions 'launch,' 'Product Hunt,' 'feature release,' 'announcement,' 'go-to-market,' 'beta launch,' 'early access,' 'waitlist,' 'product update,' 'how do I launch this,' 'launch checklist,' 'GTM plan,' or 'we're about to ship.' Use this whenever someone is preparing to release something publicly. For ongoing marketing after launch, see marketing-ideas.

LeoYeAI/openclaw-marketing-skills

When the user wants to create, plan, or optimize a lead magnet for email capture or lead generation. Also use when the user mentions "lead magnet," "gated content," "content upgrade," "downloadable," "ebook," "cheat sheet," "checklist," "template download," "opt-in," "freebie," "PDF download," "resource library," "content offer," "email capture content," "Notion template," "spreadsheet template," or "what should I give away for emails." Use this for planning what to create and how to distribute

LeoYeAI/openclaw-marketing-skills

When the user needs marketing ideas, inspiration, or strategies for their SaaS or software product. Also use when the user asks for 'marketing ideas,' 'growth ideas,' 'how to market,' 'marketing strategies,' 'marketing tactics,' 'ways to promote,' 'ideas to grow,' 'what else can I try,' 'I don't know how to market this,' 'brainstorm marketing,' or 'what marketing should I do.' Use this as a starting point whenever someone is stuck or looking for inspiration on how to grow. For specific channel e

LeoYeAI/openclaw-marketing-skills

When the user wants to apply psychological principles, mental models, or behavioral science to marketing. Also use when the user mentions 'psychology,' 'mental models,' 'cognitive bias,' 'persuasion,' 'behavioral science,' 'why people buy,' 'decision-making,' 'consumer behavior,' 'anchoring,' 'social proof,' 'scarcity,' 'loss aversion,' 'framing,' or 'nudge.' Use this whenever someone wants to understand or leverage how people think and make decisions in a marketing context.

LeoYeAI/openclaw-marketing-skills

Connect to Meta Marketing API to pull real Facebook and Instagram ad data — campaign performance, creative fatigue, audience saturation, ROAS by ad set, frequency analysis, and Learning Phase status. Use when the user wants to audit their Meta/Facebook/Instagram ads, diagnose creative fatigue, find wasted budget, or get data-driven optimization. Enhances paid-ads and ad-creative skills with real Meta data. Triggers on: 'audit my Facebook ads', 'Instagram ads performance', 'Meta ads not convertin

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