AI CTV February 7, 2026 11 min read

AI is Changing CTV Advertising: Personalization, Shoppable Ads, Attention

86% of ad buyers use GenAI for video. By end of 2026, 40% of all CTV advertising will be AI-generated. Hyper-personalized creative at scale.

AI Revolution in CTV Advertising

AI is fundamentally transforming how CTV advertising works. 86% of ad buyers now use GenAI for video creation, and by end of 2026 40% of all CTV advertising will be AI-generated.

86%
ad buyers use GenAI
40%
CTV ads AI-generated by 2026
+53%
conversions from shoppable

Hyper-Personalized Creative at Scale

AI enables hyper-personalized creative at unprecedented scale:

📍

Neighborhood-level targeting

Different versions for different locations: local stores, landmarks.

🌦️

Weather-triggered creative

Umbrellas when it rains, ice cream when it's sunny.

Time-of-day variations

Morning vs evening versions with different tone.

👤

Demographic personalization

Visuals, voiceover, music adapted to audience.

Interactive & Shoppable CTV Ads

Interactive and shoppable CTV ads show +53% higher conversions compared to standard ads:

  • QR codes — scan to buy directly from TV
  • Remote-clickable — add to cart with remote
  • AI-guided commerce — recommendations within ad
  • Second screen sync — push to mobile during ad

Attention Metrics Replace Clicks

The industry is moving from impressions/clicks to attention-based metrics:

Time-in-view

How long the ad was actually visible.

Creative resonance

How well creative matches context.

Contextual alignment

Ad relevance to surrounding content.

Brand recall

Viewer's ability to remember the brand.

Role of Metadata: AI Needs Data

AI personalization requires detailed content metadata. Without it, AI is "blind":

Data Deficit Problem

Platform invests in AI personalization, but without structured metadata (scene-level, emotion tags, objects) AI cannot match creative to context. Result: generic ads with low engagement.

Required metadata for AI personalization:

  • Scene-level descriptors — what's happening in each scene
  • Emotion tags — emotional context of content
  • Object recognition — products, brands visible in content
  • Mood classification — overall tone and feel

EPG Service Solution

EPG Service provides enriched metadata for AI-driven CTV advertising:

1

Mood & Emotion Tags

Emotional context for creative matching.

2

Scene Descriptors

Content characteristics at scene level.

3

Contextual Taxonomy

Detailed classification for brand safety.

4

Real-time Updates

Metadata synced with live programming.

Implementing AI-driven CTV ads?

EPG Service provides enriched metadata for AI personalization: mood tags, scene descriptors, contextual taxonomy.

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