Yonathan Cohen’s Framework for AI Integration: Beyond Mentions to ‘Work’

In a recent LinkedIn post, Yonathan Cohen outlines a tiered framework for assessing how deeply companies are integrating with generative AI tools like ChatGPT and Claude. Cohen, a proponent of deeper AI engagement, suggests that many businesses are only scratching the surface of AI’s potential, often stopping at what he terms ‘Level 1’.

Cohen’s analysis begins by defining this initial stage:

“Level 1 → 𝘁𝗵𝗲 𝗔𝗜 𝗺𝗲𝗻𝘁𝗶𝗼𝗻𝘀 𝘆𝗼𝘂. ChatGPT names your brand when someone asks for a tool like yours. Everyone’s racing here. It’s SEO with a new face.”

This level, according to Cohen, represents the most common approach, where companies are satisfied with simply being recognized or listed by AI as a potential solution. He likens this to a new form of search engine optimization, emphasizing its widespread adoption but also its inherent limitations.

Moving Beyond Mentions: The Path to Deeper AI Utility

Cohen argues that true value and customer retention lie beyond mere mentions. His framework introduces two subsequent levels that signify a more profound integration of a company’s products or services within AI workflows.

Level 2: AI Utilizes Your Product

The second level, as described by Cohen, involves the AI actively using a company’s product within the chat interface itself. This shifts the dynamic from passive recognition to active application.

“Level 2 → 𝘁𝗵𝗲 𝗔𝗜 𝘂𝘀𝗲𝘀 𝘆𝗼𝘂. The AI stops talking about your product and starts running it, live, inside the chat. The customer never leaves.”

In Cohen’s view, this stage is critical because it embeds the product directly into the user’s experience. The customer interaction remains within the AI environment, facilitated by the company’s offering, thereby increasing stickiness and reducing the chance of the customer seeking alternatives elsewhere.

Level 3: AI Works Your Way

The pinnacle of Cohen’s framework is Level 3, where the AI not only uses the product but completes entire job functions with it, making the company’s solution the default method for accomplishing tasks.

“Level 3 → 𝘁𝗵𝗲 𝗔𝗜 𝘄𝗼𝗿𝗸𝘀 𝘆𝗼𝘂𝗿 𝘄𝗮𝘆. The AI gets the whole job done with your product. It becomes the default way the work happens.”

This level represents the ultimate goal for companies looking to leverage generative AI, as Cohen points out the significant difference in business outcomes. He succinctly summarizes the progression: “A mention gets you noticed. Getting used gets you paid.”

Implications for Business Strategy

Yonathan Cohen’s post suggests a strategic imperative for businesses to evaluate their current AI engagement. While achieving AI mentions is a starting point, the real competitive advantage lies in enabling AI to actively utilize and integrate products into its operational capabilities. Companies that can achieve Level 2 and Level 3 integration are likely to foster deeper customer loyalty and establish their offerings as indispensable within AI-driven workflows. Cohen’s tiered approach provides a clear roadmap for businesses aiming to move beyond superficial AI adoption towards meaningful integration that drives tangible business results.