Catch narrative and sentiment in AI answers before it hurts your reputation
Monitor how AI is talking about you across products, regions, and segments. Spot negative claims, outdated messaging, or off-label promises early.
Brand sentiment over time
Track how positive / negative AI answers are when they talk about you, by product and competitor set, so you can see early drift.
Risk and inaccuracy alerts
Catch claims you can't stand behind — pricing, capabilities, integrations, security posture — before they show up on a sales call.
Narrative drift by segment
See how AI positions you in each market (SMB vs enterprise, industry-specific use cases, etc.) and where that story falls off-message.
Escalate issues with receipts
Bring legal, comms, or product real examples — exact prompts, exact answers, exact timestamps — instead of "we heard someone say."
Protect your brand in AI answers: spot narrative risk, inaccurate claims, and channel drops before they become a problem
See how AI feels about your brand — and when that turns
Track sentiment (0–100) for your brand versus competitors across key prompts, and watch how it moves over time. If an assistant's answers suddenly get more negative about you — or start praising a rival — you'll see it immediately instead of hearing about it from a prospect on a call.
Catch risky claims and off-message positioning before they spread
See the actual AI answers being given to buyers: what questions they're asking, how you're being described, which competitors are mentioned alongside you, and which sources those answers cite. This helps you flag outdated messaging, overpromises you can't legally stand behind, and feature gaps competitors are weaponizing — before those narratives harden in-market.
Know when an AI channel stops sending you demand
See how your visibility and presence trend across each AI surface (ChatGPT, Perplexity, Copilot, etc.) and how your position changes against competitors day by day. If a source that used to drive high-intent traffic starts dropping you, you get an early alert — so you can intervene before inbound volume or win rate takes a hit.
See which domains AI is trusting to talk about you — and whether that's a problem
Get a ranked list of the most-cited domains models use when answering about your category: media, review sites, partner blogs, competitor content, etc. You'll know who's shaping the story, how often they're cited, and whether those sources are friendly, neutral, or competitive. This lets you spot unapproved / inaccurate sources fast, and target the ones you actually want models to lean on.
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.
Audit the domains shaping AI answers. See the most-cited domains—including competitors—to target citation wins that turn visibility into sessions.
Benchmark presence and citations by model. Compare presence and citation share across providers to invest where models already trust you.
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.
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.
Frequently Asked Questions
Answers to common questions about how ANALYZE helps you monitor messaging, sentiment, and brand risk across AI assistants.
Tie AI visibility to
qualified demand.
Measure the prompts and engines that drive real traffic, conversions, and revenue.
