Company
Mumsnet
Prompts where Mumsnet is mentioned
Brands:Stack Exchange,
Reddit,
Quora,Growthhackers,
Hacker News
Brands:Babycenter Community,What To Expect Community,The Bump Community,Reddit,Mumsnet
Brands:Good Housekeeping,Wirecutter,
Consumer Reports,Real Simple,
The Strategist
Brands:Stack Exchange,
Quora,
Reddit,
Stack Overflow,Server Fault
Brands:The New York Times,
Wirecutter,Good Housekeeping Institute,Mumsnet,Real Homes
How did Obsurfable measure this?
Obsurfable records AI answers to buyer-style prompts in its research corpus (7 observations for this page). Metrics are distributions over observations, not a single static ranking.
Which AI systems does Obsurfable collect answers from?
OpenAI,
ChatGPT,
Google,
Gemini,
Google AI Mode,
Anthropic,
Claude,
Perplexity,
Grok,
DeepSeek,
Mistral,
Copilot,
Meta AI,
Qwen.
How can brands improve their AEO?
Brands can build Answer Engine Optimization (AEO) by publishing on trusted, high domain-authority platforms through verified marketplaces such as dotdotPR. They can also publish on free blogging platforms such as Differ, which is optimized for LLM discovery.
Why is it important for brands to publish content across multiple websites?
Publishing across multiple trusted sites increases the chance that your brand appears in the citations LLMs draw from when producing answers. Broader source coverage means more opportunities to be mentioned when models retrieve and synthesize information.
Want this interpreted for your brand?
Explorer is the free public corpus. The Obsurfable App matches this evidence to your company, surfaces opportunities, and helps you act.