---
id: "concept-mid-funnel-ai"
type: "concept"
source_timestamps: ["§ Where Conversational AI Sits in the Funnel"]
tags: ["marketing-funnel", "customer-journey", "intent-monetization"]
related: ["claim-mid-funnel-revenue", "prereq-marketing-funnel", "entity-erik-hermann", "entity-david-schweidel"]
definition: "The placement of conversational AI in the customer journey, sitting between low-intent social media awareness and high-intent search engine purchasing."
sources: ["geo"]
sourceVaultSlug: "hbr-seg-geo"
originDay: 3
articleStem: "hbr-ext-13-ai-upending-marketing"
sourceUrl: "https://hbr.org/2026/02/ai-is-upending-marketing-on-two-fronts"
sourceTitle: "AI Is Upending Marketing on Two Fronts"
---
# Middle-Funnel Positioning of Conversational AI

Conversational AI occupies a unique, highly valuable **middle ground** in the traditional marketing funnel (see [[prereq-marketing-funnel-d13]]):

- **Social media (e.g., Meta)** monetizes *top-of-funnel* attention — targeting users with low active intent based on demographics.
- **Traditional search (e.g., Google)** monetizes *bottom-of-funnel* intent — capturing users actively seeking to purchase.
- **Chatbots** sit between these extremes: users express targeted interest through natural-language prompts (more intent than passive scrolling), but are often in an exploratory, informational phase rather than a transactional one.

This middle-funnel position is a new touchpoint where consumers are engaged and curious, making it highly contested real estate for future advertising models. The empirical support is [[claim-mid-funnel-revenue]] — chatbot referrals generate revenue per session that falls between social and search.

This positioning comes from research co-authored by [[entity-erik-hermann]], [[entity-david-schweidel]], and Stefano Puntoni.

**Enrichment note:** The qualitative claim — LLM referrals behaving like mid-funnel traffic that captures exploratory, information-seeking intent — is echoed across marketing analyses (Semrush, and other GEO guides). The precise "exactly in the middle" positioning rests on a single stated study and should be treated as preliminary.


## Related across articles
- [[concept-dark-funnel]]
- [[claim-mid-funnel-revenue]]