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AI-Readiness Tools vs Real AI Discoverability
Most AI readiness tools fall short. Learn why shallow checks aren’t enough and how Airfleet’s AI Discoverability tool will go deeper.
Most “AI-readiness” checks out there give you a shallow score that’s more smoke and mirrors than a tactical guide. It’s easy for marketers looking for a quick way to get their brand noticed by GenAI to act on the wrong advice.
Our CEO, Elad Hefetz, looked at the code behind popular AI-readiness tools for websites and found some major flaws.
These tools lean on GenAI prompts wrapped in pretty UIs, but they don’t actually evaluate whether your website is structurally, semantically, and technically ready for AI.
At Airfleet, we’re building a tool that goes deeper—because your website deserves more than a superficial vibe check.
The Problem With AI-Readiness Tools
AI is changing how buyers discover and evaluate brands. That’s not news to savvy marketers. What we need to be wary of is how quickly “AI-readiness” tools have popped up promising to tell you if your website is ready for this shift in buyer behavior.
The issue is that most of them run a single GenAI prompt—“Hey AI, does this site look good to you?”—and spit out an answer.
That’s like asking a graphic designer if your SEO is on point. Sure, you’ll get an opinion, but it’s probably not grounded in how search engines (or large language models) actually work.
The pitfalls of these tools:
- A homepage check. Many only check your homepage. That’s like judging a race horse’s speed by how shiny its mane is.
- AI blind spots. LLMs don’t “know” their training sets or algorithms. Asking them to self-audit your site is like asking a fish to explain water.
- Shallow scoring. They don’t measure content architecture, semantic signals, or technical discoverability—just home page vibes.
And yet, these tools are gaining traction because they’re easy to use, shiny, and fast. But for marketers and marketing ops teams making real decisions about their website strategy, “fast and wrong” is worse than “slow and right.”
What Makes Airfleet’s Approach Different
When Elad decided to build an AI discoverability test, it wasn’t about proving he could spin something up in a weekend (although that’s how it all started). It was about creating a tool that actually checks what matters.
Airfleet’s AI Discoverability Test looks at:
- Competitive ranking: How you rank in your category vs competitors as ChatGPT perceives it based on prompts humans would use to find a solution like yours (e.g. What are the best platforms for X?).
- Brand sentiment: How ChatGPT perceives your brand in terms of market reputation (i.e. how it answers: Is X company good?)
- Technical foundations: Crawlability, LLMs.txt, page speed.
- Full coverage: How your site performs as a whole – not just the homepage.
You may have noticed our focus on ChatGPT. That’s because it has over 80% of the market share or usage globally, according to data from Similarweb. While we as marketers may like experimenting with a lot of different tools, it’s important for us to put our energy into optimizing for where our buyers spend their time.
You’ll need a human expert (and hey, we’re here to give you a free audit if you need us) for a full-blown SEO or AI-visibility audit. But this AI Discoverability Tool will give you a reliable pulse check that reflects reality—not just AI hallucinations dressed up as advice.
Why It Matters Now
Your buyers aren’t just Googling anymore. They’re prompting. They’re asking Claude, Perplexity, and ChatGPT for recommendations, comparisons, and insights.
And those questions are worded differently than how people use Google. People talk to GenAI like a peer – not a faceless search engine. It also pulls in more third-party opinions to inform its answers.
According to Forrester, up to 90% of buyers use GenAI to inform buying decisions. If your brand is invisible to LLMs, you no longer exist at that moment of intent.
Want to be AI ready? Here’s what you should do next:
- Start thinking beyond SEO. Your site’s AI discoverability is now just as important as Google rankings.
- Make sure your teams know how technical and content foundations impact what AI platforms “see.”
- Want an early look at the tool? Check out Airfleet’s AI Discoverability Tool for yourself here.
Final Thoughts
Check out our AI Discoverability Test and get a transparent breakdown of how it works under the hood. No black-box scores. No “trust us.” Just clarity.
Until then, take every flashy AI readiness tool you see with a grain of salt. Ask what’s really happening behind the UI—and if all it’s doing is prompting an LLM about your homepage, it’s not telling you much.
