Raw LLM Responses

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Comment
the real shift is that ai responses are pulling from forums and discussion threads way more than traditional SEO content now. reddit posts already rank top 3 for a ton of purchase-intent queries, and ai models are training on that same data. so visibility increasingly means whether your brand shows up in authentic conversations, not just your own website. measuring that pre-click influence layer is still messy. VisiGEO is intersting for the geo side. for the conversation presence angle, Community Mentions operates in that space too. still early days for all of it though.
reddit Viral AI Reaction 1776692241.0 ♥ 1
Coding Result
DimensionValue
Responsibilitynone
Reasoningunclear
Policynone
Emotionindifference
Coded at2026-04-25T08:33:43.502452
Raw LLM Response
[{"id":"rdc_oh3cvpb","responsibility":"none","reasoning":"unclear","policy":"none","emotion":"resignation"},{"id":"rdc_oh9asio","responsibility":"none","reasoning":"unclear","policy":"none","emotion":"indifference"},{"id":"rdc_ohkso1j","responsibility":"ai_itself","reasoning":"deontological","policy":"unclear","emotion":"fear"},{"id":"rdc_ohqsi4i","responsibility":"company","reasoning":"consequentialist","policy":"unclear","emotion":"outrage"},{"id":"rdc_ohrsuuq","responsibility":"none","reasoning":"unclear","policy":"none","emotion":"indifference"}]