# Emerging effects

> Organisations don't change behaviour the way users do, but they bear the consequences — in brand representation, automated comparison, reputational risk, and regulatory obligations.

![3D render of a glass prism splitting a beam of light into several diverging rays](https://www.shaped-by-ai.com/img/covers/effetti-emergenti_emerging-effects_hu_e0b99ef7128d148d.jpg)

## What changes for whoever builds the product, not for whoever uses it

[Observations](https://www.shaped-by-ai.com/en/impacts/what-is-happening/) describe how people's behaviour changes. Organisations do not change behaviour the same way: they bear the consequences of it — in brand representation, in automated comparison, in reputational risk, in the regulatory obligations that now sit inside the design perimeter.

These are not choices to make — those are in [Decisions](https://www.shaped-by-ai.com/en/impacts/the-decisions-ai-forces/) — but given conditions, the starting point from which decisions get made.

- [Representation forms beyond owned channels](representation-forms-where-you-do-not-publish): most sources that shape brand representation sit outside owned channels.
- [The brand reduced to comparable attributes](the-brand-reduced-to-comparable-attributes): agentic comparison prioritises structured, verifiable attributes, not brand positioning.
- [When AI gets the brand wrong](when-ai-gets-the-brand-wrong): incorrect model claims may have no direct correction channel.
- [The regulatory perimeter](the-regulatory-perimeter): from 2026, compliance sits inside the design perimeter — disclosure, content marking, minors' consent, accessibility.

## What these effects rest on

The reflections on these pages rest, as far as possible, on the sources that make up the [literature review](https://www.shaped-by-ai.com/en/literature-review/).

## In this section

- [Representation forms beyond owned channels](https://www.shaped-by-ai.com/en/impacts/emerging-effects/representation-forms-where-you-do-not-publish/) — Only 1% of the sources cited by LLMs comes from brand-owned sites. The other 99% of the representation forms through sources outside the brand's control.
- [The brand reduced to comparable attributes](https://www.shaped-by-ai.com/en/impacts/emerging-effects/the-brand-reduced-to-comparable-attributes/) — The agent compares attributes, not brands. If what differentiates you is not machine-readable, only price is left — and the uncomfortable question is whether there is anything to make readable.
- [When AI gets the brand wrong](https://www.shaped-by-ai.com/en/impacts/emerging-effects/when-ai-gets-the-brand-wrong/) — You answer for what your chatbot asserts. For what a third-party model asserts about you, nobody answers — and no channel exists to have it corrected.
- [The Regulatory Perimeter](https://www.shaped-by-ai.com/en/impacts/emerging-effects/the-regulatory-perimeter/) — From 2026 compliance enters the design perimeter: disclosure, content marking, minors' consent, accessibility.