The AEO Arms Race: Buy vs Build
How GTM teams are fighting for ChatGPT citations, and why you don’t need a $50k tool to win.

Hey humans!
Chuck here. I just saw Brex post a role for “Director of Organic Growth & Discoverability” specifically to own their ChatGPT and Perplexity playbook, and I realized we crossed a threshold.
When companies start budgeting headcount for AI discoverability, the category is real. Our jobs tracker caught 59 of these roles across companies like Stripe, Hex, and ClickHouse. If your buyers are asking AI instead of Googling, you now have to earn the citation. And yes, citations can be engineered.
Here’s how to navigate the emerging Answer Engine Optimization (AEO) landscape without burning your budget.
Today’s Playbook
Read Time – 4 mins
⚡ INSIDE THIS PLAYBOOK:
- The AEO vendor trap
- The reality of content engineering
- How to get an AEO strategy that actually converts
[FOR YOUR TEAM]
Reading Time: 4-5 minutes
Difficulty: Intermediate
ROI Timeline: 30-90 days
Perfect for: Head of Growth, SEO Managers, Agency Owners


The AEO Vendor Trap
Most automation tools are designed to get you banned. And right now, the AEO vendor space is flooded with wrappers pretending to be platforms.
You’re going to see a dozen-plus tools selling AEO solutions this year. The market started as simple measurement, tracking where you get cited. That got commoditized in under a year. Now, vendors are moving into source acquisition. You’ll hear about companies raising massive funding rounds to “solve” AEO for you.
Here’s the reality: When evaluating these AEO monitoring tools, you realize they’re almost all calling the same LLM APIs to track brand mentions. The only differentiation is how they parse the data. Paying enterprise rates for a dashboard that tells you you aren’t ranking doesn’t actually solve the problem of getting ranked.
Here’s how to use this: Don’t buy a $50k AEO tool just for tracking. Strategy outpaces software. You need a partner who knows how to engineer citations, not just report on them.
Tired of seeing competitors get cited while your brand gets ignored?
If you’re losing sleep over Perplexity traffic while your competitors steal your citations, buying another SaaS tool won’t fix it.
You need a custom strategy that audits your gaps and builds the systems to fill them. At Scale on Steroids, we’re doing in-depth AEO and SEO audits-and we’re doing them for free. You’ll get a complete breakdown in 24 hours. Stop guessing and let us map the battlefield.
Scale on Steroids: We make your leads convert themselves.
Reply “Scale” for a free audit 🚀
The Reality of Content Engineering
What if your best-performing content was never made by you?
The old SEO pipeline-keyword research, writing briefs, editing for two weeks-is dead. It assumed a manageable volume of pages and stable ranking factors. Look at how Clay’s growth team handled this. They didn’t just write more posts; they built a content engineering system. They maintain over 8,000 dossier pages by building a custom table that pulls Webflow content, uses LLMs to rewrite stale sections, and pushes it back automatically.
It’s brilliant. It’s also incredibly resource-intensive. Most founders and agency owners do not have the GTM engineering bandwidth to build continuous loops between databases and CMS platforms. You shouldn’t have to become a developer just to keep your blog relevant to AI models.
Here’s how to do this: Stop treating content as a creative writing exercise, but don’t burn 100 dev hours trying to reinvent the wheel. Rely on a team that already has the infrastructure built.
Turning Invisible Assets Into Citations
Last Thursday at 2am, I watched a Loom recording get completely ignored by Google and Perplexity.
Video is often the most detailed material a company has, but it’s invisible to agents. Transcripts aren’t indexed properly, and nobody wants to watch a seven-minute video for one specific answer. The solution is running those video transcripts through an extraction process to pull logical steps, tools used, and expected outputs, turning them into structured, searchable text pages.
This is exactly the kind of granular, technical optimization that turns invisible assets into high-converting citations. But again, you have to run the system.
Here’s how to use this: You can try to dump your transcripts into ChatGPT and format them manually every week, or you can hand the entire pipeline over to experts who automate the extraction, optimization, and publishing for you.
The Real Solution
I’ve burned through enough SaaS budgets to know that software doesn’t fix a broken strategy.
You don’t need another subscription. You need a dedicated AEO and SEO strategy that focuses on bottom-line lead generation. The companies winning right now aren’t just buying off-the-shelf tools; they are mapping exactly where they fall short in AI citations and ruthlessly executing a plan to fill those gaps.
Here’s how to do this: We’ve been building the exact systems needed to dominate AEO and SEO for our clients. Instead of pitching you software, we map out the strategy.
🎯 NEXT STEPS
- Identify your top 3 competitors and see who gets cited when you ask Perplexity about your industry.
- Stop paying for bloated monitoring software that doesn’t execute.
- Hand your citation problems over to us by grabbing a free audit.
Until Tuesday,
Chuck 🤖
P.S. If your buyers are asking AI instead of Googling, you now have to earn the citation. We can help with that.