CDJ Master
Customer Decision Journey

Traditional marketing funnels follow a linear model of awareness→interest→purchase, but CDJ reflects that customers move non-linearly, repeating multiple stages.

Team HAI's CDJ Master analyzes what information AI provides at each stage of the customer journey (awareness-consideration-decision-post-purchase). In the AI search era, customers ask ChatGPT directly, shortening their journey. The key is designing content so AI recommends our brand at each stage.

It verifies that the customer's purchase journey flows naturally without breaks. It analyzes whether content from the exploration stage and consideration stage are semantically connected in vector space (Cosine Similarity).

If the connection between two stages is weak, AI may perceive them as separate information and exclude the brand from recommendations. The solution identifies these disconnection points and suggests improvements.

It selects based on conversion value rather than simple search volume. User search queries are analyzed using vectors to classify them as informational (Know), transactional (Do), navigational (Go), etc. Then it extracts intents with high probability of leading to actual purchases or conversions when combined with our brand's product characteristics.

CDJ Master maps these extracted intents to each journey stage, presenting which content is most effective at which stage.

CEP represents all digital touchpoints where customers encounter the brand, and CDJ is the customer's journey through those touchpoints. Team HAI designs the entire journey by placing CEPs at each CDJ stage.

For example, place a blog post 'dryer noise comparison' (CEP) at the awareness stage, 'dryer brand reviews' (CEP) at the consideration stage, and 'dryer discount information' (CEP) at the decision stage, designing a natural path for customers to reach purchase.

They can actually see more powerful results than mainstream brands. Team HAI's Gap Visualizer technology specializes in finding empty nodes with high purchase conversion rates that competitors miss, rather than highly competitive main keywords.

By preempting high-value areas with clear purchase intent even with low search volume, you can become the overwhelming authority in that field with a small budget.