Kwame Petrova

True autonomy means agents executing research, bids, creative.

Autonomous LinkedIn ad management requires human judgment where it matters most.

Accelerate speeds setup but Classic gives you the pipeline control that actually matters.

LinkedIn replaced its discontinued Lookalike feature with two new targeting tools.

LinkedIn-first ABM programs need evaluation criteria built around impressions, not clicks.

LinkedIn's native targeting and account lists reach decision-makers already in buying mode.

Carousel ads deliver higher engagement when designed as a persuasive sequence, not separate cards.

LinkedIn's ROI demands choosing a platform that matches your budget stage and owns accountability.

Picking the wrong model rewires your budget toward what tracks easiest, not what converts.

Understand how AI agents break down B2B paid media into six interdependent layers.

Firmographic filters define your audience, but stacking too many shrinks reach to nothing.

B2B buyers decide before contacting vendors, so campaign strategy must match their behavior first.

Four signal types shape which accounts to target on LinkedIn, and they work best in combination.

AI agents adjust LinkedIn bids in real time instead of weekly or quarterly.

Surveys capture the peer recommendations and dark-funnel sources that tracking pixels never can.