What happened?
More than 80% of LLM-generated answers were shown to be driven by third-party content. This shift pushed Organic Search teams to invest in understanding how their brands appear within LLM search results, what external content is influencing those appearances, and how attribution flows through these new AI-driven discovery journeys. As a result, brands began exploring frameworks for fairly recognising and rewarding publishers whose content supports their visibility and positioning in LLM outputs.
Why it mattered
The rise of AI Search fundamentally changes how consumers discover and evaluate brands. If third-party content shapes the majority of LLM responses, then publishers, reviewers, and authoritative sources hold significant influence over brand perception and visibility. For brands and agencies, this creates a new frontier where SEO, content strategy, and partnerships intersect. Understanding and compensating these contributors isn’t just ethical; it’s commercially essential to maintaining relevance in AI-driven search ecosystems.
What does it mean for 2026
In 2026, expect accelerated investment in LLM visibility, attribution modelling, and publisher relationships. More organisations will treat LLM influence as a defined budget line, seeking structured ways to measure impact and reward the sources that shape their AI presence. This will likely lead to new commercial models between brands and publishers and a more transparent ecosystem around LLM-driven discovery.
You can already see this shift emerging. As Mike Logue, Co Founder at Obsero AI, explains:
“AI Search has fundamentally changed the economics of the internet. Publishers who were previously rewarded for their content through advertising revenue, be that through monetising impressions, clicks or leads, are seeing this revenue fall as consumers rapidly shift behaviour and increasingly use LLMs for brand and product discovery.
A huge driver of brands’ visibility in AI Search, however, is this same content which was previously generating traffic for publishers and which is now driving AI Search citations as LLMs lean on authoritative and independent sources to generate answers. These citations will be the basis for a new currency in the relationships between brands and publishers, and 2026 will see commercial relationships pivot with publishers being rewarded by brands for growing their visibility and crafting their positioning in AI Search. High quality third party content will remain crucial in brand and product discovery and consideration, and brands will pay to ensure that they’re in front of customers at this pivotal point in the purchase journey.
At Obsero, we’re excited to be partnering with Silverbean to re-define the frameworks for recognising the value of publisher content and to be enabling brands to maximise the growth opportunity which AI Seach presents.”