Tools to measure B2B brand visibility in generative AI

What to actually measure in B2B

B2B visibility is won and lost on a small set of high-intent prompts, so vanity coverage across thousands of queries is the wrong target. Four metrics matter.

Presence: are you named at all for your money prompts. Position: when named, are you first or fifth in the list. Share of voice: how often you appear against named competitors on those prompts. Cited sources: which domains the AI pulls from to build the answer. The fourth one is the most actionable, because it tells you exactly where you need to appear to change the first three.

A B2B buyer journey runs long and touches several prompts, so the goal is to own the handful of category, alternative, and comparison questions that sit closest to a purchase. Measure those deeply rather than everything shallowly.

The measurement tools

Peec AI measures presence, position, sentiment, and sources at the prompt level across the widest set of engines, which fits B2B well. Profound brings the deepest dataset and crawler analytics for large teams. Brandlight covers regulated B2B enterprises that need governance. Each measures capably. Measurement is the ceiling for all of them, which means the work of improving the number is left to you.

From measurement to pipeline

Haystack measures the same four metrics on your money prompts, then carries them forward. It ranks losing prompts by value, shows the exact source domains the AI cites to name your competitors, drafts the pitches that would earn you a place in those sources, and proves when a placement produces a new citation on a prompt you care about. You get measurement that connects to a result, rather than a dashboard that connects to a meeting.

It is self-serve, transparently priced, and opens with a free audit on your domain.

How to pick

• You want deep measurement and have a team to act on it: Peec AI for mid-market, Profound or Brandlight for enterprise.
• You want measurement that turns into earned placements and proven citations without standing up a separate PR function: Haystack.

Do this first

Choose your five money prompts, the category, alternative, and comparison questions a buyer asks right before they shortlist. Ask each across ChatGPT and Perplexity. For every answer, record presence, position, the competitors named, and the cited sources. That single table tells you where you stand and exactly which sources to win to stand higher. Haystack builds it for you and then works the list.