I’ve spent the last decade in the B2B SaaS trenches. I’ve sat on both sides of the table: as the operator demanding results and as the consultant trying to fix broken strategies. Lately, my inbox has been flooded with pitches for "AEO"—Answer Engine Optimization. Most of it is just old-school SEO with a fresh coat of paint and some buzzwords thrown in to justify a higher retainer. That’s a joke.
When you hire an agency to manage your visibility in Google AI Overviews (AIO) and chatbot-driven discovery, you aren’t paying for "better keywords." You are paying for technical precision. If your agency is sending you a monthly report filled with organic traffic charts and "keyword ranking" tables, fire them. Those metrics are legacy. They don't reflect how users are actually finding answers today.
AEO Defined: Beyond the 10 Blue Links
Let’s clear the air. AEO is not SEO. SEO is about gaming the Traditional SERP to get a click. AEO is about being the definitive source of truth for an LLM (Large Language Model) to cite. When a user asks Perplexity, ChatGPT, or Gemini a question, they don't want a list of links; they want a synthesized answer. Your goal is to be the "source" inside that answer. If you aren't being cited, you effectively don't exist in the new discovery ecosystem.
Agencies like Minuttia have been doing some interesting work here by focusing on the nuance of search intent and content depth rather than just high-volume keyword stuffing. Similarly, I’ve seen Marketing Experts' Hub bridge the gap between traditional brand authority and technical structured data, which is exactly where you need to be.
AEO vs. SEO vs. GEO: Know the Difference
Before you sign a contract, ensure your agency knows the distinction. If they can’t explain these, they’re just rebranding their SEO retainer.
Category Primary Goal Measurement Metric SEO CTR to website Organic Traffic / Rankings AEO Citations / Entity Association Brand Mentions / AIO Visibility GEO Generative Engine Optimization LLM Source AttributionThe Essential Deliverables You Must Demand
If you are paying a premium for an "AEO strategy," your monthly delivery folder should look significantly different than a standard SEO report. Here is what I expect to see on my desk.
1. Citation Analysis and Authority Mapping
You cannot rank in an AI Overview without being perceived as an authority. Your agency should be providing a citation analysis. This isn’t a backlink report. It’s a mapping of who the LLMs consider the "subject matter experts" for your core topics.
- The Deliverable: A list of entities and source domains that appear alongside your brand in AIO results. The Goal: Identify the "Authority Neighbors" you need to associate with. If the AI cites your competitor every time it discusses "B2B SaaS pricing," your agency needs to figure out why your brand isn't in that cluster.
2. Structured Data and Schema Architecture
This is where "AI-ready" content actually happens. Most agencies just add basic Schema. That’s a joke. You need Advanced Entity-Based Schema. Your agency should be providing a document that maps out how your content connects to specific entities in the Google Knowledge Graph.
Your agency should show you how they are implementing Speakable schema, FAQPage, and HowTo structured data. This isn't just for Google; it’s for any scraper-based model looking for structured data to feed its training set.
3. "Answer Engine" Content Audits
Stop publishing 2,000-word fluff pieces on "What is [X]." Nobody is reading them. AEO content needs to be optimized for synthesis. Your agency should provide an audit that highlights:
- Query-to-Answer Matching: Does your content contain a clear, concise, direct answer within the first 100 words? Table Extraction Potential: Are your key statistics and comparisons formatted in clean HTML tables? LLMs love tables. If your data is buried in a paragraph, the AI will ignore it. Tone and Voice Consistency: Does your brand voice sound authoritative enough for an AI to quote it as a definitive source?
4. Competitive "Share of Voice" in AIO
We used to track "Position 1-3." Now, we track "AIO Appearance Rate." Your agency needs to provide a breakdown of how often your brand shows up in the answer block for your high-intent queries, compared to your competitors.
I often look at LinkedIn discussions from practitioners in the space—there’s a massive obsession with "being in the box." But being in the box is meaningless if the AI isn't linking back to your site. Your report must show Source Attribution—not just "I saw it in the AI box," but "Here is the URL the AI provided to the user."
The Red Flags: What to Avoid
As someone who has seen the reporting from dozens of vendors, here is how you spot the charlatans:
- "We’ll get you to page 1 of Google." If they are still selling page 1, they are living in 2018. Google’s Traditional SERP is becoming a secondary destination. Vague "Brand Awareness" metrics. If they tell you, "You're getting more mentions," ask them: "Which LLMs? Which specific prompts?" If they don't have a tracking tool for this, they aren't managing AEO; they’re guessing. Ignoring Entity Data. If they don't talk about entities, schemas, or knowledge graph positioning, they are just doing keyword-based content production.
The Bottom Line
AEO is a technical exercise in structured content and authority building. When https://www.linkedin.com/pulse/10-best-answer-engine-optimization-aeo-agencies-2026-nick-malekos-tkzqf/ you're vetting an agency, ask them for a sample of a "Citation Audit" or an "Entity Mapping Strategy." If they look confused or point you to a generic SEO audit template, walk away.
The goal is to ensure that when a decision-maker asks a chatbot to compare solutions, your brand isn't just "in the conversation"—it is the cited authority. Anything less is just noise, and in the world of AI search, noise is the first thing the algorithm filters out.