See how AI is talking about your brand (and who it prefers instead)
Map how AI answers position you across high-intent prompts — who you're mentioned with, who you're losing to, and which sources models trust.
Where you show up (and where you don't)
See the prompts, questions, and buying journeys where you're being recommended — and the ones where you're missing.
Who shows up next to you
Identify the competitors AI consistently lists alongside you for each use case, persona, or product line — including emerging players you're not even chasing yet.
How you're being described
See the actual positioning, claims, and value props AI is attaching to your brand so you know what's landing in-market.
Which sources models rely on
Get the exact URLs and citations being pulled into answers so you can see which assets are shaping those answers (yours and theirs).

Map every high-intent AI buying moment — see how you're positioned, who you're up against, and which prompts are worth chasing
Check any prompt in seconds
Type in a buying question (e.g. "best project management tools for startups") and instantly see how AI is positioning you, who else is being recommended, and how the market is being framed. Use this to answer "How do we show up for this?" before you invest team time.

Not sure which prompt to track? Let ANALYZE surface a few prompts for you
We suggest high-intent prompts your buyers are asking — grouped by theme and ICP — and you can add them to tracking with one click. No more brainstorming "what would our prospects even ask?" The system feeds you the moments that actually matter.

Turn off low-value prompts so you stay focused
If a prompt isn't strategic, you can reject it. It moves to inactive and stops cluttering your reporting. That keeps trends, attribution, and competitive monitoring centered on the questions that actually influence revenue — not random "top tools" noise.

Drill into a single buying moment and see how you rank
Open any prompt to see your visibility, sentiment, position, and presence by model (ChatGPT, Perplexity, etc.) over time. You can literally answer: Are we winning this question right now? Are we improving? Who's gaining on us?

Get the receipts behind every recommendation
For that same prompt, view the exact URLs and claims AI is pulling in — competitor landing pages, listicles, comparison blogs, etc. This tells you why a rival is being recommended instead of you, and what content or proof points you'd need to displace them.

See every tracked buying moment in one view
Get a single table of all active prompts you're tracking: visibility, sentiment, position, who else is being mentioned, and status. This gives marketing, product marketing, and leadership a shared view of "where we're showing up and who we're showing up with."

And so much more you need to nail your generative engine optimization strategy
Track competitors, see why they're getting recommended, watch position shifts, and get a focused list of prompts you should be winning next.
Track the competitors that actually matter. Pick the brands you care about and we'll monitor how often they're recommended across high-intent prompts. We'll even surface "emerging" competitors you're being compared to so you don't get blindsided in deals.

See why they're winning a prompt — down to the source URL. For any prompt (e.g. "best [category] for [ICP]"), see who's being mentioned, which pages are being cited, how often they're being pulled into answers, and which models are repeating them. This shows you the exact assets fueling their visibility so you know what you need to build, update, or replicate.

Watch your position vs. competitors over time. See daily movement in AI answer rankings across your competitive set. Know when you're holding #1, when you're slipping, and when a rival starts gaining visibility so you can respond before it shows up in pipeline.

Get a prioritized list of prompts you should be winning next. We surface high-intent prompts where you're not being mentioned — but a competitor is. You get the gap, the competitor, and when we last saw it. This becomes your content / enablement to-do list, not a guessing exercise.

Prioritize engines that actually send sessions. Rank top LLM referrers by 30-day sessions and change to focus optimization where traffic comes.

Frequently Asked Questions
Answers to common questions about how ANALYZE maps AI buying moments, competitive positioning, and where you're being mentioned (or not).
Tie AI visibility to
qualified demand.
Measure the prompts and engines that drive real traffic, conversions, and revenue.
