Proposal
An AI-generated product-data improvement for fields such as title, description, category, GTIN, attributes, images, or agentic-commerce blockers.
What is Proposal?
Proposal is part of the ai visibility vocabulary. In practice, it describes an AI-generated product-data improvement for fields such as title, description, category, GTIN, attributes, images, or agentic-commerce blockers. The exact implementation varies by platform, but the useful meaning stays the same: it helps teams name a specific part of how products, content, AI answers, or commerce operations work.
Why it matters
Proposal matters because AI answer engines do not behave like traditional search result pages. Brands need to measure mentions, citations, position, and sentiment directly inside generated answers.
How Ranketta uses this concept
Ranketta measures this area by running conversational prompts across AI platforms through real web interfaces, then tracking visibility, share of voice, citations, sentiment, and position.