If your LinkedIn feed looks anything like mine, it’s a graveyard of "The Death of SEO" hot takes. Every other post claims that because Google AI Overviews (AIO) are eating up the top of the Traditional SERP, your organic strategy is effectively dead. That’s a joke. It’s not dead; it’s just evolving into Answer Engine Optimization (AEO).
But here is the million-dollar question: Do you outsource this to a specialist agency, or do you task your existing in-house team with the heavy lifting? Having sat on both sides of the table—managing vendors like Minuttia and vetting teams at Marketing Experts' Hub—I’ve seen exactly where the gaps in expertise lie. Let’s cut through the buzzwords and look at the actual mechanics of winning in the age of Click here LLMs.
Defining AEO: It’s Not Just "SEO with a Fancy Hat"
AEO is the practice of optimizing content so that Large Language Models (LLMs) and generative search engines can consume, synthesize, and cite your brand as the definitive answer to a query. Unlike traditional SEO, which focuses on satisfying a crawlable index and earning blue links, AEO focuses on citations and authority signals.
If a chatbot doesn't trust your structured data or finds your brand’s authority lacking in its training set (or live retrieval index), you don’t exist in the AI-generated answer. Period.
AEO vs. SEO vs. GEO: Understanding the Taxonomy
- SEO (Search Engine Optimization): Focuses on rankings, backlink profiles, and indexation for traditional crawlers. AEO (Answer Engine Optimization): Focuses on the "zero-click" reality. It’s about being the primary source for Perplexity, ChatGPT, and Google’s AIO. GEO (Generative Engine Optimization): This is the technical cousin of AEO. It involves manipulating the likelihood of your brand being included in the generated response through technical schema and high-density information architecture.
The "In-House AEO" Reality Check
Can your in-house team do this? Yes, but only if they have the time to stop doing "SEO busy work." Most in-house SEO teams are stuck churning out high-volume, low-intent content to feed the traditional SERP. AEO requires a pivot from volume to information density.
If you keep your team focused on keyword-stuffed blog posts, you will fail at AEO. To do this in-house, your team needs:
Technical chops: Deep knowledge of Schema, JSON-LD, and entity mapping. Data Science literacy: The ability to track "Brand Sentiment" within AI responses. Content Engineering: Moving away from 1,500-word fluff pieces to concise, answer-first, data-rich snippets.Agency vs. Internal: Resource Planning Table
To help you decide, I’ve broken down the investment versus the expected output. Agencies like Minuttia often excel at the strategy shift because they see patterns across dozens of B2B SaaS accounts, whereas an internal team is often too close to their own product to see the blind spots.
Why Most Agencies Overstate Their "AI" Capabilities
I’ve worked with many firms that promise "AI Optimization." Most of them are just using ChatGPT to write SEO content. That’s not AEO; that’s just polluting the index with synthetic garbage. If an agency claims they can rank you in AIOs without explaining how they handle citations, structured data, and entity relevance, run.
A legitimate AEO partner will show you reports based on:
- Source Attribution Tracking: Are you being cited in the "Sources" box of the AI response? Zero-Click Conversion Rates: How are users who never visited your site still engaging with your brand through chatbot referral? Entity Overlap: How often does your brand appear alongside the category leaders?
The Verdict: When to Hire, When to Build
When to Build In-House
If your B2B SaaS product is highly technical, deeply niche, or requires proprietary data that shouldn't be shared with a third party, build in-house. You need your internal Product Marketing Managers to work directly with your SEOs to ensure the information being fed to AI models is accurate and value-driven. No agency will know your product better than your own team.
When to Hire an Agency
If your SEO strategy is stagnant and your traffic is dipping because of AIO, you don’t have time to "learn on the job." Bring in a specialist agency for a six-month "AEO Sprint." Have them audit your technical infrastructure, optimize your primary entities, and train your internal team. Treat it as a knowledge transfer, not a lifetime subscription.
Final Thoughts
The "AI" in AEO isn't magic. It's just a new way for machines to summarize your expertise. Whether you hire an agency or use your internal team, the winning formula is always the same: Be the most authoritative, concise, and structured source of information on the internet.
Don't fall for the hype of "AI-generated content." Focus on AI-optimizable architecture. If you aren't already tracking which queries trigger an AIO and measuring your brand's presence in those citations, you're already behind. Start there, and worry about the agency versus internal headcount question second.
Disclosure: I’ve consulted on projects involving various agencies; the ones that succeed are those that provide data-backed visibility reports, not just "rankings" that no longer exist.