Network benchmarking
Network benchmarking compares your page or brand numbers with a large pool of other sites, so you can tell whether a result is good or poor.
Network benchmarking is comparing your numbers with a large pool of other websites or brands, so a number tells you something on its own. A tool that tracks many sites can say where your page sits among all of them, for example in the top tenth or the bottom half.
A number without anything to compare it with is hard to read. If 12 AI answers this week linked to your pricing page, is that a lot? A benchmark gives you the answer.
How it works
The tool takes the same number for every page or brand it tracks, sorts them, and tells you where you fall. That place is usually shown as a percentile or as a band, from poor to great.
For example, say a tool tracks thousands of product pages, and your page about Fernhill Coffee's subscription is cited more often than 80% of them. It sits at the 80th percentile. A page cited less often than most would sit near the bottom.
Some tools let you narrow the pool to your own industry, which is usually the fairer comparison. A coffee roaster's blog post and a national newspaper's front page don't compete for the same answers.
What to watch out for
A benchmark is only as good as the pool behind it. Ask who is in it. If the pool is mostly large publishers, a small brand will always look weak. If it's the tool's own customers, it tells you how you compare with them, and they may not look like your market.
It also mixes questions. A page is cited often or rarely because of the prompts people ask, and those differ from one industry to the next. Being in the bottom half of a mixed pool can still mean you're doing well in your own category.
So we'd read a network benchmark as a rough guide, and give more weight to a comparison with the competitors your customers actually weigh you against. That comparison tells you who is being named in your place, which a percentile can't.