Analyze AI - AI Search Analytics Platform
AI sentiment monitoring

See how AI frames your brand when buyers ask about your category

It is not just whether you appear. It is how you appear. Track whether AI describes your brand positively, neutrally, or negatively, and catch shifts in the narrative before they affect consideration.

Check My Brand Sentiment
Narrative Shifts
2this week
Pricing fairness
Ease of use
AI capabilities
Brand Narrative
AI Perception Health
PositioningStrong
Accuracy1 issue
SentimentPositive
Narrative DriftStable
mid-marketAI-poweredanalyticsease of useautomation
Overall Score
B+perception
Risk Alerts
1 active
CUSTOMERS

These are some of our customers

Kylian
Nebor
Fuel50

Understand the quality of your presence, not just the quantity

See whether AI is reinforcing your positioning, weakening it, or handing competitors a stronger story in the moments buyers are comparing options.

AI Narrative SummaryYour brand
Positioning

AI describes you as a "mid-market CRM with strong analytics and AI-powered insights, best suited for teams outgrowing basic tools."

Key Themes
mid-marketease of useAI-poweredanalyticsautomationintegrations
Claims AI Attaches
Fastest implementation in category
Best for teams of 50-500
Limited enterprise customization

Narrative quality

See how AI talks about your brand, not just whether it mentions you

A mention can still be weak, generic, or unhelpful. Sentiment scoring tells you whether AI is reinforcing your positioning or diluting it.

Brand vs BrandSide by side
Metric
Y
Your Brand
H
HubSpot
Visibility
56%
82%
Sentiment
78%
71%
Position (avg)
#3.2
#1.8
Engines present
4/5
5/5
Citations
12
28
Narrative strength
72%
68%
Prompt coverage
18/24
22/24
Source authority
64%
71%

AI positions you as more focused & innovative; them as broader & established.

You win on
sentimentnarrativeinnovation
They win on
visibilitycitationscoverageauthority
Your wins
2/8
Focus here
Gap trend
Gap closing

Competitive narrative

Compare your narrative strength against competitors

Your score means more when you see it next to the brands you compete with. If rivals are being framed more favorably, that is a positioning problem worth fixing.

Trending Themes2 shifts detected
AI-powered automation
Strongest: HubSpot
+12%
Enterprise scalability
Strongest: Salesforce
-8%
Ease of setup
Strongest: You
+5%
Data security / compliance
Strongest: You
0%
Integration ecosystem
Strongest: HubSpot
+3%

Drift detection

Catch narrative drift before it becomes the default

Trend views help you notice when the tone around your brand starts moving the wrong direction. The earlier you catch it, the easier it is to correct.

Engine ComparisonLast 7 days
78%
85%
62%
45%
31%
ChatGPT
Perplexity
Claude
Gemini
Copilot
EnginePos.SessionsTrend
ChatGPT
#21.4K
Perplexity
#11.8K
Claude
#4890
Gemini
#6620
Copilot
340
Avg. visibility60%

Per-engine sentiment

Break sentiment down by engine

One engine may frame you positively while another reduces you to a weaker story. Engine-level sentiment shows where the narrative holds and where it breaks.

Perception MapAll AI engines
Narrative StrengthVisibility
Strong / VisibleWeak / Hidden
You
HubSpot
Salesforce
Pipedrive
Zoho
1
You
2
HubSpot
3
Salesforce
4
Pipedrive
5
Zoho

Theme intelligence

See the themes shaping perception

Go beyond a score to understand which attributes AI connects to your brand. That helps you decide what proof, content, or messaging needs work.

Historical trend windows

Review sentiment over any period to measure whether your work is changing the narrative.

Strongest-engine indicator

Quickly see where your brand is being framed most favorably today.

Overview summaries

Notable sentiment changes surface in the broader dashboard takeaway — not just the detailed report.

Competitor theme comparisons

See which attributes AI consistently associates with each rival so you know what story they own.

Case Study

How Kylian AI Drove 1k+/m Visits from AI SEO

The Analyze AI dashboard showed exactly which pages were converting. Top pages achieved conversion rates of 7–8%, far above the typical blog benchmark of 1–2%.

By August, the compounding effect was undeniable. AI referrals now make up 3% of all site traffic, spread across multiple AI engines.

5% Conversion Rate

From AI search traffic — far above the typical blog benchmark of 1–2%.

1,000+ Sessions/mo

AI-sourced sessions scaled from 200 in May to 1,000+ in November.

Multi-Engine Growth

Resilient growth spread across ChatGPT, Copilot, Claude, Gemini, and more.

Trusted by marketing teams driving AI growth.

Gilbert Igor

Gilbert Igor

We're now observing a 5% conversion rate from AI search traffic and we can attribute it down to the source page and medium. Our goal is to double down on Analyze AI's recommendations to reduce our over-reliance on Google.

Gilbert Igor
Marketing Coordinator, Kylian

Justin Ahinon

Justin Ahinon

Owner, What Is That Movie

Google has been quite unreliable since the creation of What Is That Movie.”

We've been using Analyze AI to diversify our traffic sources and have been using their recommendations to boost our AI SEO traffic by 35% month-over-month.

WhatIsThatMovie
Yannick Kok

Yannick Kok

Cofounder, Nebor

Analyze AI doesn't only help you understand how visible your brand is vs your competitors in the LLM's, it also points you in the right direction for improving this visibility.”

That opens up the black box and is super powerful for any marketer!

Nebor

Insights & Guides

Practical guides to help you improve your brand's visibility and performance across AI platforms.

April 6, 2026
How To Rank On Perplexity AI (Based On Analysis Of 65,000 Prompt Citations)

How To Rank On Perplexity AI (Based On Analysis Of 65,000 Prompt Citations)

Discover how to rank on Perplexity AI with insights from 65,000 prompt citations based on real citation data.

April 6, 2026
How To Rank On ChatGPT (Based On Analysis Of 65,000 Prompt Citations)

How To Rank On ChatGPT (Based On Analysis Of 65,000 Prompt Citations)

Discover proven strategies to rank on ChatGPT using insights from 65,000 prompt citations backed by real citation data.

April 6, 2026
How To Outrank Competitors In AI Search: Based on Real Citation Data

How To Outrank Competitors In AI Search? (Based on Real Citation Data)

Discover proven strategies to outrank competitors in AI search using real citation data and actionable insights for higher visibility.

questions & answers

Frequently Asked Questions

Answers to common questions about ai sentiment monitoring in Analyze AI.

How is sentiment scored?

We classify every brand mention as positive, neutral, or negative based on the language AI engines use when they describe you, then roll that up across prompts and engines.

Can I compare sentiment against competitors?

Yes. You can see your sentiment trend side by side with any competitor so you know whether perception is moving toward you or away from you.

How do I catch narrative shifts early?

Analyze AI flags changes in how AI engines describe your brand — for example, if the word 'outdated' or 'limited' starts appearing — so you can act before the shift spreads.

Does sentiment differ across AI engines?

Often, yes. You can see which engines describe you most favorably and which ones are cooler, so you know where to focus narrative work.

Can I see the exact phrasing that drove a sentiment score?

Yes. Every score is backed by the raw answer text so you can read the exact quote that shaped how your brand is being positioned.

Is this useful for PR and comms teams too?

Absolutely. Sentiment data is exportable and easy to share with PR, comms, and leadership to track perception in the channels buyers actually use.
Get Ahead Now

Start winning the prompts that drive pipeline

See where you rank, where competitors beat you, and what to do about it — across every AI engine.

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0 new citations

found this week

#3

on ChatGPT

↑ from #7 last week

+0% visibility

month-over-month

Competitor alert

Hubspot overtook you

Hey Salesforce team,

In the last 7 days, Perplexity is your top AI channel — mentioned in 0% of responses, cited in 0%. Hubspot leads at #1 with 0.2% visibility.

Last 7 daysAll AI ModelsAll Brands
Visibility

% mentioned in AI results

Mar 11Mar 14Mar 17
Sentiment

Avg sentiment (0–100)

Mar 11Mar 14Mar 17
SalesforceHubspotZohoFreshworksZendesk