Customer journeys involve multiple touchpoints across various channels. These touchpoints can be grouped into digital, physical, and hybrid interactions, and they often span multiple stages of the customer lifecycle, such as:

Awareness Stage

1. Impressions: Ads served on social media, search engines, and other digital platforms.
2. Website Visits: Page views, time spent, bounce rates.
3. Content Engagement: Views, clicks, shares, comments, or likes on blog posts, videos, and social posts.
4. Email Campaigns: Open rates, click-through rates (CTR), and unsubscribe rates.

Consideration Stage

1. Search Behavior: Keywords searched, products or services compared.
2. Engagement with Chatbots/AI Assistants: Number of queries, satisfaction ratings, drop-offs.
3. Product Page Views: Specific product or servic…