In a recent LinkedIn post, Hiten Shah discusses the current limitations of many AI tools when it comes to practical application in Conversion Rate Optimization (CRO). Shah, a recognized expert in product and growth, shared his observations after evaluating several AI analyzers, finding that many fall short of fundamental CRO principles despite impressive demonstrations.
AI Tools Fail Basic CRO Fundamentals
Shah highlights a significant gap between the smooth demos and the real-world performance of AI tools in CRO. He points out that many tools, when evaluated against core CRO dimensions, scored unexpectedly low. This failure, according to Shah, stems from a lack of understanding of fundamental CRO concepts.
“But when we evaluated each analyzer across the core dimensions of CRO, a surprising number scored zero.”
Shah elaborates on these fundamental questions that AI tools often fail to address, questioning their ability to grasp the true purpose of a webpage and its constituent elements. He asks:
- Who is the page for?
- What’s the job of each section?
- Does the tool understand what the page is actually trying to achieve?
The Crucial Difference: Layout Analysis vs. Landing Page Understanding
A key point made by Hiten Shah is the substantial difference between merely analyzing a page’s layout and genuinely understanding a landing page’s strategic goals. He asserts that many current AI tools are proficient at the former but lack the depth required for the latter.
“The difference between analyzing a layout and understanding a landing page is massive. These tools are still at the beginning of that journey.”
Shah suggests that while AI technology is rapidly evolving, its application in CRO is still in its nascent stages. The tools may offer sophisticated visual analysis, but they often lack the contextual understanding necessary to provide actionable insights for optimizing conversions. This gap means that relying solely on these tools for CRO strategy could be misguided.
Data-Driven Insights for a Grounded View
For professionals seeking an accurate assessment of the current AI landscape in CRO, Shah recommends reviewing a more detailed breakdown he has provided. He emphasizes that this resource offers a grounded perspective based on real data, moving beyond the hype often associated with new AI technologies.
“If you want a grounded view of where the space is right now, the full breakdown is worth reviewing. It’s a clear read with real data.”
Shah’s post serves as a crucial reminder for businesses to critically evaluate AI tools, ensuring they align with fundamental CRO principles rather than being swayed by impressive but superficial demonstrations. His analysis encourages a more discerning approach to adopting new technologies in the pursuit of optimizing conversion rates.
📝 About This Content
This article is based on insights shared by Hiten Shah on LinkedIn.
📅 Originally posted on December 11, 2025 | View original post on LinkedIn →