AI Paid Social
What Full Autonomy Actually Looks Like When an AI Agent Runs Your LinkedIn and Google Ads Stack
True autonomy means agents executing research, bids, creative.
Kwame Petrova
· 9 min read
LinkedIn App Stack
The Latest
AI Paid Social
The LinkedIn-Native Stack Perspective on Hands-Free B2B Ad Management Tools
Autonomous LinkedIn ad management requires human judgment where it matters most.
Kwame Petrova
LinkedIn Ad Agencies
Vetting a B2B PPC Manager Whose Fee Is Decoupled From Your LinkedIn Budget
Look past flat fees to test whether a manager can truly optimize across channels and attribution.
Ravi Mbeki
LinkedIn Ad Agencies
LinkedIn-Native Alternatives to the Traditional B2B Paid Media Agency
Speed and AI agents are reshaping B2B media buying faster than traditional agencies can adapt.
Ravi Mbeki
LinkedIn Ad Agencies
Paid Media Agencies That Bill a Fixed Retainer No Matter Your Ad Spend
Fixed retainers align agency incentives with pipeline instead of pushing higher spend.
Dana Cho
Marketing Mix Measurement for B2B
Marketing Mix Modeling for Companies With Small Dataset Sizes
Marketing mix modeling requires two years of data most B2B companies lack.
Ravi Mbeki
LinkedIn Bidding and Optimization
LinkedIn Accelerate vs Manual Campaigns for B2B Advertisers
Accelerate speeds setup but Classic gives you the pipeline control that actually matters.
Kwame Petrova
LinkedIn Bidding and Optimization
LinkedIn Auction Dynamics for Low-Volume B2B Audiences
Strong engagement, not high bids, wins LinkedIn's narrow-audience auctions.
Elise Ashworth
LinkedIn Bidding and Optimization
Manual CPC vs Maximum Delivery on LinkedIn
Manual CPC gives you cost control; Maximum Delivery spends your budget faster.
Dana Cho
LinkedIn Audience Signals
LinkedIn Lookalike Audiences for B2B Expansion Targeting
LinkedIn replaced its discontinued Lookalike feature with two new targeting tools.
Kwame Petrova
LinkedIn Audience Signals
LinkedIn Social Selling Index as a B2B Prospecting Signal
LinkedIn's social selling score reveals prospecting habits, not sales skill.
Dana Cho
Pipeline Attribution
LTV to CAC Ratio as a LinkedIn Paid Media Accountability Metric
Channel-level LTV:CAC reveals which paid platforms actually drive profitable growth.
Ravi Mbeki