Where AI changes the cost structure
| Cost center | What may fall | What may rise |
|---|---|---|
| Concepting | Time to explore and visualize routes | Number of routes reviewed and stakeholder churn |
| Production | Temp imagery, rough boards, simple versions, some post tasks | Cleanup, consistency work, asset QA |
| Localization | Draft translation, subtitles, voice variants, resizing | Native review, talent/voice rights, local legal |
| Personalization | Cost per variant and rule-driven assembly | Data engineering, experimentation, privacy, monitoring |
| Media | Manual setup, simple optimization, some versioning | Opaque spend, platform dependence, incrementality work |
| Customer experience | Routine responses, routing, product discovery | Grounding, moderation, escalation, incident response |
| Talent | Some repetitive execution | Greater demand for strategy, art direction, editors, rights experts, data/measurement |
Business models to track
- AI creative agencies that sell concept-to-campaign packages.
- AI video and image studios that combine model access with art direction, edit, and post.
- Creative supply-chain platforms that generate, resize, label, localize, and route assets.
- AI media-buying and optimization services that take a performance fee or platform margin.
- Personalization platforms that connect product feeds, rules, creative templates, and measurement.
- Virtual spokesperson and digital-human licensing.
- AI-generated stock, template, and asset marketplaces.
- Advertising APIs for dynamic copy, images, audio, product scenes, and versioning.
- Provenance and rights systems that record contributors, model use, licenses, and approvals.
- Brand-safety, ad-verification, and synthetic-media detection services.
The durable value is unlikely to be raw generation alone. As model quality becomes broadly available, differentiation shifts to brand context, proprietary data, workflow integration, rights, taste, evaluation, and trust.
Follow the evidence
This chapter comes from the September research notebook. Linked sources and qualifications remain attached to the claims.
Open all sources and footnotes →