My talk from brightonSEO which was presented on 8th October 2026.
Agents are already reading your site and taking action on what they think you mean. The problem is that when your content leaves room for interpretation, a language model doesn't stop and ask. As a result fills this gap with whatever it deems most plausible - then responds with total confidence. These hallucinations are then attached to your brand, compounding throughout the session. Wrong answers are reiterated, then baked into the next round of model training where you have little to no control.
The solution lies at the data layer. Accuracy is favoured over scale, and maximising it is a job that already belongs to SEOs. This session covers why ambiguity is the new visibility problem, and how to remove the ambiguity before an agent does it for you.