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Need opinions on new feature!

Hey there,
I am building something for AI visibility, like every other person you come across on LinkedIn. I am not going to sell you this tool or even mention it.

But, I am planning to incorporate four new features, and I need your opinion on the same. Currently, Most visibility tools only show if you were mentioned, not how much it matters. This is useful to some level, but it gets hard to prioritise which prompt is easier to rank for or harder. I am adding 4 metrics to track and solve for prioritization, think of them as factors in determining the equivalent of Keyword difficulty for Generative Engines.

  • Open AI search behavior - Did Chatgpt search the internet to find the answer/ use training data? If ChatGPT relies on training data, it is hard for your content to get cited since this training data hasn't been updated in a year, AFAIK. You can choose to work on prompts where searches happen more frequently.
  • Likelihood of Google Overviews- For a given prompt, how often did Google trigger an AI overview? similar reasons as above.
  • # Products mentioned/ Competition - Total number of brands mentioned in a given answer. This will help you identify which prompts are overcrowded and, more importantly, which prompts have at least one product that was explicitly suggested.
  • Citation score- Not all citations have the same influence in a given answer. There are inline links that are hyperlinked within the answer, as well as links that are called and also affect the answer, then there are links that only get called but don't get used in the answer. We are scoring this to know which citations for a given topic have the highest influence.

What do you think of these features? What else do you think we should track for prioritisation?

I am genuinely just looking for opinions and less of sales/ brand awareness. I haven't mentioned my brand name for the same reason.

submitted by /u/Agitated-Arm-3181
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