From Discovery to Decision: How AEO Changed the CRO Playbook
Your website’s conversion funnel used to start predictably at “awareness.” Now, AI answer engines handle many of the basic questions your audiences once explored on your site. When someone clicks through… they’re further on the hook than usual. In this post, we’ll talk about how to make the most of this new reality in your CRO program.
By the time they get to your site, the conversation has already started.
Here's a shift that's quietly reshaping how we think about conversion: the people arriving at your website today aren't the same as they were two years ago. Their journey changed.
AI-powered answer engines now handle the early discovery work that used to happen on your site. ChatGPT, Gemini, and Perplexity field questions, make comparisons, and help build shortlists. When someone finally clicks through to you, they're usually not browsing. They're validating a decision they've already half-made.
This changes everything about how we optimize for conversion.
The Glass Box Problem
Zane Coffin, our Sr. Manager of UX & CRO, describes Answer Engine Optimization (AEO) as managing "a distant version of your own website that you only barely have control over, like it's in a glass box that somebody else owns the key to."
That's the reality now. Users are doing discovery, comparison, and validation in someone else's environment before they ever land on your homepage or see your carefully crafted messaging. Converting traffic is still your goal, but so is ensuring that the story being told in that glass box matches the experience you’ve built on your site.
If there's a disconnect? That's friction. And friction is a conversion killer.
What AEO Means to Your CRO Strategy
With AEO devouring the top of your funnel, the visitors who do arrive are further along in their decision-making. They've already asked the basic questions. When they meet you for the first time for real, they’re looking for confirmation, specifics, and reasons to trust.
Practically, this shifts your CRO focus in three ways:
1. Optimize for validation, not just discovery. Your homepage used to introduce who you are. Now it needs to confirm what they've already heard. If an AI told them you're "a Webflow agency specializing in enterprise migrations," your site better reflect that clearly and immediately.
2. Comparison content isn't optional anymore. Some teams resist creating comparison pages because they don't want to acknowledge competitors. But that comparison is happening whether you write it or not. So, if you don't tell your side of the story, someone else will, and the bots will cite them instead. Your recourse is to own the narrative. Create comparison content that's specific, honest, and positions your real differentiators.
3. Test for a different kind of visitor. Traditional CRO might test whether a homepage headline increases time on site. But if your AEO-driven visitors are already committed, you need to test what moves them from consideration to action. That might mean fewer awareness-focused tests and more focus on trust signals, specificity, and conversion friction at the decision stage.
Continuity Is the New Conversion Lever
Where AEO and CRO truly intersect is at continuity.
You can think about this in the context of ad campaigns, where the message in the copy someone clicks on matches what they see when they land on the page. The same principle applies to AEO, just with higher stakes. The "ad" is now whatever an AI told them about you. The "landing page" is your entire site. 🤯
If there's a mismatch, you're not just losing a click. You're losing someone who was already leaning toward yes.
To get your bearings, start with an audit:
- What do AI answer engines say about your company right now? Just go ask a few of them. They’ll be their indeterministic selves, but you can form a baseline idea from the variety of answers you get.
- Does your website confirm or contradict that narrative?
- Are your key differentiators stated clearly enough to be cited and findable enough to be verified?
The Funnel Didn't Disappear—It Moved
All of this is to say that the customer journey isn't shorter. It's just happening on different roads now. Early-stage discovery moved outside your owned digital channel’s walled garden. That means the traffic you do get is more valuable, more intentional, and more ready to convert, but it still only lands if you've done the work.
Here’s our cheat sheet:
- AEO is how you influence the conversation before they arrive.
- CRO is how you close the deal once they do.
- The brands that connect these two and create consistency from the glass box to the checkout are the ones that will win in this new landscape.
Your website really and truly isn't just a brochure anymore. It's the place where everything you've been saying out there is proven true (or not). Make sure it can handle that job.
Read more from the Edgar Allan Blog.
Your Org Chart Might Be Killing Your Conversion Rate
By the time they get to your site, the conversation has already started.
Here's a shift that's quietly reshaping how we think about conversion: the people arriving at your website today aren't the same as they were two years ago. Their journey changed.
AI-powered answer engines now handle the early discovery work that used to happen on your site. ChatGPT, Gemini, and Perplexity field questions, make comparisons, and help build shortlists. When someone finally clicks through to you, they're usually not browsing. They're validating a decision they've already half-made.
This changes everything about how we optimize for conversion.
The Glass Box Problem
Zane Coffin, our Sr. Manager of UX & CRO, describes Answer Engine Optimization (AEO) as managing "a distant version of your own website that you only barely have control over, like it's in a glass box that somebody else owns the key to."
That's the reality now. Users are doing discovery, comparison, and validation in someone else's environment before they ever land on your homepage or see your carefully crafted messaging. Converting traffic is still your goal, but so is ensuring that the story being told in that glass box matches the experience you’ve built on your site.
If there's a disconnect? That's friction. And friction is a conversion killer.
What AEO Means to Your CRO Strategy
With AEO devouring the top of your funnel, the visitors who do arrive are further along in their decision-making. They've already asked the basic questions. When they meet you for the first time for real, they’re looking for confirmation, specifics, and reasons to trust.
Practically, this shifts your CRO focus in three ways:
1. Optimize for validation, not just discovery. Your homepage used to introduce who you are. Now it needs to confirm what they've already heard. If an AI told them you're "a Webflow agency specializing in enterprise migrations," your site better reflect that clearly and immediately.
2. Comparison content isn't optional anymore. Some teams resist creating comparison pages because they don't want to acknowledge competitors. But that comparison is happening whether you write it or not. So, if you don't tell your side of the story, someone else will, and the bots will cite them instead. Your recourse is to own the narrative. Create comparison content that's specific, honest, and positions your real differentiators.
3. Test for a different kind of visitor. Traditional CRO might test whether a homepage headline increases time on site. But if your AEO-driven visitors are already committed, you need to test what moves them from consideration to action. That might mean fewer awareness-focused tests and more focus on trust signals, specificity, and conversion friction at the decision stage.
Continuity Is the New Conversion Lever
Where AEO and CRO truly intersect is at continuity.
You can think about this in the context of ad campaigns, where the message in the copy someone clicks on matches what they see when they land on the page. The same principle applies to AEO, just with higher stakes. The "ad" is now whatever an AI told them about you. The "landing page" is your entire site. 🤯
If there's a mismatch, you're not just losing a click. You're losing someone who was already leaning toward yes.
To get your bearings, start with an audit:
- What do AI answer engines say about your company right now? Just go ask a few of them. They’ll be their indeterministic selves, but you can form a baseline idea from the variety of answers you get.
- Does your website confirm or contradict that narrative?
- Are your key differentiators stated clearly enough to be cited and findable enough to be verified?
The Funnel Didn't Disappear—It Moved
All of this is to say that the customer journey isn't shorter. It's just happening on different roads now. Early-stage discovery moved outside your owned digital channel’s walled garden. That means the traffic you do get is more valuable, more intentional, and more ready to convert, but it still only lands if you've done the work.
Here’s our cheat sheet:
- AEO is how you influence the conversation before they arrive.
- CRO is how you close the deal once they do.
- The brands that connect these two and create consistency from the glass box to the checkout are the ones that will win in this new landscape.
Your website really and truly isn't just a brochure anymore. It's the place where everything you've been saying out there is proven true (or not). Make sure it can handle that job.
Read more from the Edgar Allan Blog.
Your Org Chart Might Be Killing Your Conversion Rate