Blog
Comparisons and method notes on measuring visibility in AI engines.
2026-09-16 · 8 · min read
Citenza vs Firehose: watching the web is not measuring what AI says
Firehose crawls the web in real time; Citenza measures what the models answer. What each one does, when you need which, and why many teams end up running both.
2026-09-16 · 9 · min read
Citenza vs Mencoro: flat rate or pay for what you measure
Two tools for finding out whether AI names your brand, with opposite pricing models. Where each one wins, the volume at which the maths flips, and what each actually measures.
2026-09-16 · 9 · min read
Citenza vs LLM Pulse: how many engines do you actually need
LLM Pulse covers more engines than almost anyone, but several are paid add-ons. What each plan includes, what full coverage really costs, and how to decide without paying for what you will never open.