Why Conversational AI Advertising Is Not a Chatbot Strategy
Conversational ads and chatbots require different strategies, budgets, and success metrics.
Tariq Osei-Mensah
Staff Writer
Tariq Osei-Mensah
Tariq spent eight years on the buy side at two independent trading desks before pivoting to journalism, where he covers the technical and strategic sides of programmatic buying. His reporting is known for cutting through vendor noise with rigorous, numbers-first analysis.
9 stories
Ad Disclosure Language Inside AI Responses
Research shows ads embedded in AI responses slip past users based on placement, not labeling alone.
Tariq Osei-Mensah
Framing AI Advertising for Performance-Focused Clients
How prompt-level intent signals translate into familiar performance metrics.
Tariq Osei-Mensah
Positioning AI Ads Alongside Search and Social in Media Plans
Advertisers can now reach users making purchase decisions inside chatbot conversations.
Tariq Osei-Mensah
Measuring Brand Lift in Conversational AI Campaigns
Tariq Osei-Mensah
Conversational AI Ad Performance Benchmarks by Vertical
Early data shows conversational AI ads perform vastly better in e-commerce than health.
Tariq Osei-Mensah
Intent-Relevance Scoring as a Campaign Quality Signal
Conversational AI demands a new quality metric that reads intent from prompts instead of keywords.
Tariq Osei-Mensah
Impression Counting Standards in AI Ad Environments
Ad impression standards designed for display pixels don't work inside AI chatbots.
Tariq Osei-Mensah
Attribution Models for Assistant-Mediated Conversions
Conversational AI hides the buyer intent signals that traditional attribution cannot measure.
Tariq Osei-Mensah