Kwame Petrova

LinkedIn's firmographic filters work best when you stack them strategically, not indiscriminately.

Buyers decide before reaching out, so align your campaign type to that journey first.

Four types of intent data signals reveal what prospects are researching, not just who they are.

AI agents continuously adjust bids and budgets as LinkedIn's auction prices shift hourly.

Surveys reveal what tracking can't: the dark-funnel sources actually driving B2B pipeline.

Short videos to cold audiences, longer ones to warm buyers—here's what actually works.

Personal credibility and native format make these ads six times more effective than branded posts.

The four-phase LinkedIn onboarding process that prevents campaigns from launching on guesses.

Custom models built for LinkedIn's signals beat generic lead scoring tools on the platform.

LinkedIn Lead Gen Forms convert faster, but landing pages produce qualified leads at lower cost.

LinkedIn's 30% rate reflects earlier-stage buyer interception, not channel weakness.

Test audience and offer before creative to avoid optimizing for the wrong people.

Field count and offer clarity are the real conversion drivers.

Frequency fatigue damages B2B brands before sales conversations even begin.

LinkedIn reaches silent buyers while Google captures those ready to decide.

Know what each funnel stage actually costs before you divide your budget across it.

Static uploads create drift; use the Streaming API to keep your targeting list current.

Job function casts a wider net; job title demands precision and costs more to scale.

Choosing the wrong LinkedIn objective kills lead quality before the algorithm even starts.