Most LinkedIn Ads advice sounds like it was written by someone who has never had to defend a budget in a pipeline review. AJ Wilcox is not that person. He has managed over $200 million in LinkedIn ad spend across hundreds of B2B accounts since 2011, and his recent Q&A session at the MarketingProfs B2B Advertising Friday Forum delivered the kind of operator-grade guidance that actually survives contact with a CFO.
I pulled the most useful threads from Part 1 of that session and added the context you need to turn them into decisions. If you are running LinkedIn campaigns in 2026, or trying to justify the spend to someone who signs checks, this is the framework.
LinkedIn Newsletters Are Now an LLM Play
Wilcox made a point that most marketers have not connected yet: LinkedIn articles and newsletters are fully indexable by search engines and large language models. Your personal posts are not. LLMs cannot reliably access gated profile content, but anything published as a LinkedIn article sits in the open web, permanently accessible.
This matters because LinkedIn ranks among the top five most-cited domains in AI-generated answers. If you are investing in thought leadership, the format you choose determines whether that content can be cited by ChatGPT, Perplexity, or Gemini. A post that performs well in the feed disappears from the AI citation pool within days. An article lives on.
Wilcox's approach is simple: publish the same content to both your owned newsletter and your LinkedIn newsletter. Different audiences, same asset, compounding returns. The LinkedIn version does audience discovery for you while building a citation-ready archive. If your executive team is asking about "AEO" or "answer engine optimization," this is the practical answer: publish articles, not just posts.
The Gated vs. Ungated Question Has a Funnel Answer
The gated content debate has been running for years, but Wilcox's framework cuts through the ideology. His clients split roughly 50/50 on gating, and he understands why: sales teams need to show they are bringing people in. But his personal recommendation is more nuanced.
The goal is not to capture an email. The goal is to get a prospect to eventually fill out a form that says they want to talk to sales. Every gate you put in front of them before that moment erodes trust and adds friction. Wilcox's ideal funnel has three stages:
- Stage one is interesting content with no sales pitch.
- Stage two is free, ungated education.
- Stage three, and only stage three, is where you ask for something in return.
This aligns with recent data showing top-performing B2B companies keep 65-75% of their published content ungated, reserving gates for high-value assets that justify the ask. The principle is reciprocal value: the information you provide must be worth more than the contact details you request. If it is not, you damage trust and inflate your database with low-quality leads.
Factors.ai's analysis of 100+ B2B marketing teams found webinar registrations down 12.7% overall, eBook downloads down 5% among companies with established programs, and industry report downloads down 26.3%. The content did not get worse. Buyers changed how they research, and 89% of them now use generative AI in their purchasing process. They can get the summary without filling out your form.
Budget Constraints Require Funnel Discipline
Wilcox addressed a question that comes up in every budget conversation: what do you do when you cannot afford to run a full-funnel LinkedIn campaign?
His answer is to start at the bottom. If you only have budget for one stage, run retargeting. If you can add a second, add middle-of-funnel. Top-of-funnel awareness is the last thing you add, not the first. This is counterintuitive for marketers trained on brand-first thinking, but it is the right call when every dollar has to show pipeline impact.
The math supports this. LinkedIn CPCs run three to five times higher than Google Ads. You cannot afford to spray awareness spend at cold audiences and hope something sticks. A 2026 LinkedIn Ads playbook from Uncommon Logic makes the same point: align creative and CTAs to each funnel stage, and build from the bottom up when budget is constrained.
Audience Targeting Is a Scalpel, Not a Blanket
Wilcox's ABM playbook for 2026 emphasizes precision over volume. The platform's targeting is its superpower, but combining too many filters (title plus seniority plus industry plus group membership) shrinks your audience and raises CPCs. Start broad, then refine based on engagement data.
The most sophisticated LinkedIn advertisers build campaigns that reach different roles with tailored messaging. Technical content for engineers, ROI-focused content for finance leaders, strategic content for executives. Modern B2B purchasing decisions involve six to ten stakeholders, and LinkedIn is uniquely positioned to influence multiple members of a buying committee simultaneously.
Matched audiences (CRM lists of SQLs, current customers, lost opportunities) and lookalike audiences seeded with high-quality customer data outperform cold targeting consistently. If you are not uploading lists and building retargeting pools, you are paying a premium for reach you could get more efficiently.
What This Means for Your Next Pipeline Review
Wilcox's guidance translates directly into decisions you can defend in a forecast meeting:
Shift thought leadership from posts to articles. The LLM citation benefit is real, and it compounds over time. If your executives are posting but not publishing, you are leaving discoverability on the table.
Audit your gating strategy against funnel stage. If you are gating top-of-funnel content, you are adding friction before you have earned trust. Reserve gates for assets that justify the ask, and test ungated versions of everything else.
Build LinkedIn campaigns from the bottom up. Retargeting first, middle-of-funnel second, awareness last. This is the order that shows pipeline impact fastest when budget is constrained.
Layer targeting, do not stack it. Start with your ICP audience, run initial campaigns, then refine based on what actually engages. Over-targeting is a budget leak.
The operators who win on LinkedIn in 2026 are not the ones with the biggest budgets. They are the ones who treat the platform like a system with measurable inputs and outputs, not a brand awareness checkbox. Wilcox has been running that system for fifteen years. The playbook is public. The question is whether you will use it.
