Ad Messaging
LinkedIn Document Ads for B2B Content Distribution
Ungated documents build awareness; gated ones capture qualified leads.
Ravi Mbeki
Editor at Large · · 11 min read
LinkedIn App Stack
The Latest
LinkedIn Ads Strategy
Intent Data Providers for LinkedIn Audience Targeting
Four types of intent data signals reveal what prospects are researching, not just who they are.
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LinkedIn Ads Strategy
LinkedIn Ads Funnel Stage Mapping for B2B Buyers
Split LinkedIn campaigns by funnel stage to stop wasting budget on cold audiences.
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AI Paid Social
Human Oversight Models for Autonomous Paid Media AI Agents
Mapping which autonomous ad decisions need human review and which don't.
Elise Ashworth
AI Paid Social
AI Agent Bid and Budget Optimization for LinkedIn Campaigns
AI agents continuously adjust bids and budgets as LinkedIn's auction prices shift hourly.
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AI Paid Social
Compounding Campaign Intelligence in AI-Driven B2B Paid Media
AI agents that retain campaign data unlock smarter decisions across rounds.
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Pipeline Attribution
Self-Reported Attribution Surveys for B2B Pipeline Source Data
Surveys reveal what tracking can't: the dark-funnel sources actually driving B2B pipeline.
Kwame Petrova
Ad Benchmarks
LinkedIn Ads Minimum Budget Requirements for Meaningful B2B Results
You need at least $3,000 monthly to generate meaningful conversion data.
Ravi Mbeki
Pipeline Attribution
First-Touch vs. Last-Touch Attribution Tradeoffs for LinkedIn Pipeline
LinkedIn's awareness work gets hidden by tracking windows designed for shorter sales cycles.
Elise Ashworth
Ad Messaging
LinkedIn Video Ad Length and Format Benchmarks for B2B
Short videos to cold audiences, longer ones to warm buyers—here's what actually works.
Kwame Petrova
Ad Messaging
LinkedIn Thought Leader Ads for B2B Demand Generation
Personal credibility and native format make these ads six times more effective than branded posts.
Kwame Petrova
Ad Messaging
LinkedIn Ad Creative Testing Frameworks for B2B Campaigns
A rigorous system beats isolated experiments in building smarter LinkedIn campaigns over time.
Ravi Mbeki