Across the prompts tested in this run, AI is leaning on guideflow.com and other intermediaries instead of BubblSpace.
Owned citations
0%
Site readiness
52/100
Trust signals
4/6
Top external source
guideflow.com
1 citations captured
How AI answers the prompts that shape buying decisions in this category.
BubblSpace is missing from this prompt.
AWS Bedrock and Google Vertex AI take the recommendation while BubblSpace stays out of the answer.
BubblSpace is missing from this prompt.
LangChain and LangGraph take the recommendation while BubblSpace stays out of the answer.
BubblSpace is missing from this prompt.
Microsoft AutoGen and IBM watsonx Orchestrate take the recommendation while BubblSpace stays out of the answer.
0% of citations come from bubblspace.com. The rest shape the answer without your input.
What AI checks before recommending a brand.
0 of 5 answers
0 of 4 from bubblspace.com
Crawl signals open
Gap: Wikipedia
Blockers
The shortest path to stronger recommendation share.
Give AI a page worth citing
0/4 captured citations came from bubblspace.com. Right now AI still leans on guideflow.com for category proof.
Create pages AI can remember
BubblSpace is not yet stable AI memory. Add comparison pages, clear category explainers, and reusable trust assets that models can come back to.
Add explicit crawler guidance
Right now there is no explicit retrieval guidance for AI crawlers. Add llms.txt plus clearer category and product paths that models can trust and revisit.
The brand is missing from the answer set.