What it changes for you
Models like Kimi K2 0905 lower the cost of reading a lot of text, which means the systems summarising and comparing vendors can afford to ingest far more of your site and documentation before answering. Thin pages and marketing copy get diluted at that volume, detailed product documentation, pricing explanations and comparison pages get picked up. If your material is only skimmable, it will be skimmed past in favour of a competitor who wrote the full version.
Where buyers meet this model
Most buyers meet Kimi K2 0905 through the API rather than a consumer app, usually inside a product someone else has built on it, or through a model-routing platform where it sits as one option among many. Developers encounter it directly when picking a cheap long-context model for a batch or agent workload. It is not the default engine behind a mainstream Western AI search surface, so it shapes what buyers see indirectly, through the tools built on top of it.