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Generative Engine Optimization (GEO) Guide

Generative Engine Optimization (GEO) is transforming how brands show up in AI-powered search. Explore insights, strategies, and best practices to help your content rank and resonate across conversational engines like ChatGPT, Gemini, and Copilot.

Explore insights and strategies for Generative Engine Optimization (GEO) to help your brand stay visible and discoverable in AI-powered search.

Generative Engine Optimization (GEO) Blog Collection | Meltwater

Media monitoring helps organizations stay informed about what’s being said across online news, print, broadcast, podcasts, and other media channels. Whether you're tracking brand mentions, measuring PR performance, monitoring competitors, or identifying emerging trends, our expert guides, best practices, and industry insights will help you build a smarter media monitoring strategy and make more informed communications decisions.

Discover expert media monitoring guides, best practices, and industry insights to track brand mentions, monitor competitors, and stay ahead of the news.

Media Monitoring: Guides, Best Practices & Industry Insights

Every day billions of conversations take place on social media: tweets, posts, comments, blogs, reviews, podcasts, and much more.

Learn how to use social listening to make sense of all of that data.

On our social listening category page, you find all our blogs covering topics around social listening and social media monitoring. Read more.

Social Listening Blogs | Category

Business Reputation Management: What does it take to add reputation management to your marketing strategy? More importantly, how do you keep your reputation sparkly and shiny? Here’s your all-access guide to online reputation management for the long term.

On our reputation management category page, you find all our blogs covering topics around business reputation management. Read more.

Reputation Management Blogs | Category

From your brand's logo to your website, your social media presence to your customer support—these elements combined are what constitutes a brand in the minds of customers. But, there are thousands of other businesses that have a logo, website, social media presence, and website. So, how can you position your business on the market and make it stand out from the competition?

The key to success is branding & brand management!

On our brand management category page, you find all our blogs covering topics around brand management. Build your strategy and reach your goals!

Brand Management Blogs | Category

Competitive intelligence and the act of collecting competitive data can be seen as growth drivers for a company. Our guide will help you understand the concept of competitive intelligence (CI) by answering questions such as: What is the definition of competitive intelligence? How is competitive intelligence useful to organizations? What is the goal of competitive intelligence? And more.

On our competitive intelligence category page, you find all our blogs covering topics around competitive intelligence. Learn how to stay ahead.

Competitive Intelligence Blogs | Category

Let’s dive into the customer journey framework and how to optimize the process by creating a customer journey map and using metrics that matter when analyzing the customer journey.

On our customer journey category page, you find all our blogs covering topics around mapping and understanding the customer journey.

Customer Journey Blogs | Category

How do customers interact with my newly launched product?

How do I increase the productivity of my employees?

How do I know if my marketing efforts are working?

We have just two words for you...Data analytics!

On our data analytics category page, you find all our blogs covering topics around AI and data analytics. Technical and still easy to understand.

AI & Data Analytics Blogs | Category

Public relations and media relations can add impact to any marketing strategy. It’s an opportunity for brands to grow their reach beyond traditional sales messages. PR helps to shape the image you want people to have of your brand.

So, what is PR and how do you use it? This guide shows you everything you need to know to build a strong public relations foundation.

On our public relations (PR) category page, you find all our blogs covering public relations and communications topics. Step up your PR game.

Public Relations (PR) Blogs | Category

We all know exactly what the roles of sales or accounting are in a company, right? We might even have a slight idea of what the IT guys are doing.

But there is another business discipline, that plays a crucial role in organizations, even more so during the pandemic – internal communications!

But what exactly do we mean by that, what purpose does it serve and what steps can you take to ensure you and your employees will communicate effectively?

On our internal communications category page, you find all our blogs about internal comms topics. Learn about the intranet, internal newsletters, and more.

Internal Communications Blogs | Category

As the internet has taken root in more areas of our lives — everything from entertainment to shopping to paying bills and more — traditional marketing is becoming less impactful. As any marketer knows, you need to focus on where your audience is if you want to reach them. Since the average person spends about seven hours a day online, it’s no surprise that content has maintained its hold on marketers.

Here's a closer look at what content marketing is and why it matters more than ever in our digital-first economy.

On our content marketing category page, you find blogs about content marketing topics. Learn about strategies, KPIs, tips, and more. Make your content king!

Content Marketing Blogs | Category

The rise of the influencer marketing space – today a $10 billion industry, growing 50% per year – is one of the clearest examples of how social media is transforming traditional marketing. These days having a business website, presence on social, PR coverage, and your own content isn’t enough to compete.

We'll dive into the intricacies of influencer marketing to help ensure that you're equipped with the insights needed to be successful in this space.

On our influencer marketing category page, you find blogs about influencer marketing topics. Build your strategy, find influencers, and measure results.

Influencer Marketing Blogs | Category

Have you just launched a new product or service that you want to get the word out about? Maybe you want to share with consumers why it is awesome and how it is so much better than the one your competitors offer.

Well, then, there is one thing you can't do without...Marketing!

On our marketing category page, you find blogs about marketing topics. Learn about all the different angles and types of marketing and improve your results.

Marketing Blogs | Category

In this guide, we want to give you a peek into the definition of social media management, the daily schedule of a social media manager, social media platforms to promote your business, and the do’s & don’ts of social media management.

Are you ready to begin the journey of becoming a social media superstar?

On our social media management category page, you find blogs about social media management topics. Build and manage your online community.

Social Media Management Blogs | Category

Building a following and using social media platforms to reach a wider audience requires a well-planned social media marketing strategy. In this guide, we’ll be looking at why social media marketing is so essential and how you can make it work for your business.

On our social media marketing category page, you find blogs about social media marketing topics. Learn how to get the highest paid social ROI!

Social Media Marketing Blogs | Category

In the fast-evolving realm of digital marketing and public relations, utilizing the right tools is crucial for success. Our interdisciplinary category showcases all the pertinent tools for digital marketing & PR. These tools help in enhancing your online presence and effectively reaching target groups, whether through reputation management, influencer marketing, or social media management.

On our digital marketing and PR tools category page, you find all our blogs covering topics around mapping and understanding the customer journey.

Digital Marketing & PR Tools Blogs | Category

AI adoption is no longer the challenge—trusted context is. Most organizations have AI tools, but many still rely on disconnected, stale, or unverified data, limiting the quality and trustworthiness of AI-generated outputs. Meltwater MCP brings trusted, real-time intelligence into AI assistants.

Your Best Context is Already in the Room

Today, PR teams aren’t just tracking media coverage and share of voice. They’re also measuring how their brand shows up in AI-generated answers, search summaries, and large language models (LLMs). This new LLM visibility layer is quickly becoming a critical part of PR performance.

15 Must-Have PR KPIs and How to Track Them

See how one platform can power every decision across PR, communications, and marketing.

The Meltwater Blog

Blog Topics: Generative Engine Optimization, Media Intelligence, Media Relations, Social Listening, Consumer Intelligence, Influencer Marketing

Find out how you can leverage Facebook to boost your brand's online presence and gain a competitive edge. Explore the Meltwater category page today!

Facebook Blog | Meltwater

Find out how you can leverage Instagram to boost your brand's visual appeal and gain a competitive edge. Explore our category page today!

Instagram Blog | Meltwater

Find out how you can leverage LinkedIN to grow your professional network and gain a competitive edge. Explore the Meltwater category page today!

LinkedIn Blog | Meltwater

Find out how you can leverage TikTok to elevate your brand with creative content and gain a competitive edge. Explore the Meltwater category page today!

TikTok Blog | Meltwater

Find out how you can leverage X / Twitter to engage your audience effectively and gain a competitive edge. Explore the Meltwater category page today!

X / Twitter Blog | Meltwater

Find out how you can leverage YouTube to create engaging video content and gain a competitive edge. Explore the Meltwater category page today!

YouTube Blog | Meltwater

Find out how you can leverage LinkedIn to grow your professional network and gain a competitive edge. Explore the Meltwater category page today!

Every day billions of conversations take place on social media: tweets, posts, comments, blogs, reviews, podcasts, and much more.
Learn how to use social listening to make sense of all of that data.

From your brand's logo to your website, your social media presence to your customer support—these elements combined are what constitutes a brand in the minds of customers. But, there are thousands of other businesses that have a logo, website, social media presence, and website. So, how can you position your business on the market and make it stand out from the competition?
The key to success is branding & brand management!

What Is Data Analytics?
How can I grow my business? 
How do customers interact with my newly launched product?
How do I increase the productivity of my employees?
How do I know if my marketing efforts are working?
We have just two words for you...Data analytics!

Public relations and media relations can add impact to any marketing strategy. It’s an opportunity for brands to grow their reach beyond traditional sales messages. PR helps to shape the image you want people to have of your brand.
So, what is PR and how do you use it? This guide shows you everything you need to know to build a strong public relations foundation.

We all know exactly what the roles of sales or accounting are in a company, right? We might even have a slight idea of what the IT guys are doing.
But there is another business discipline, that plays a crucial role in organizations, even more so during the pandemic – internal communications!
But what exactly do we mean by that, what purpose does it serve and what steps can you take to ensure you and your employees will communicate effectively?

As the internet has taken root in more areas of our lives — everything from entertainment to shopping to paying bills and more — traditional marketing is becoming less impactful. As any marketer knows, you need to focus on where your audience is if you want to reach them. Since the average person spends about seven hours a day online, it’s no surprise that content has maintained its hold on marketers.
Here's a closer look at what content marketing is and why it matters more than ever in our digital-first economy.

The rise of the influencer marketing space – today a $10 billion industry, growing 50% per year – is one of the clearest examples of how social media is transforming traditional marketing. These days having a business website, presence on social, PR coverage, and your own content isn’t enough to compete.
We'll dive into the intricacies of influencer marketing to help ensure that you're equipped with the insights needed to be successful in this space.

Have you just launched a new product or service that you want to get the word out about? Maybe you want to share with consumers why it is awesome and how it is so much better than the one your competitors offer.
Well, then, there is one thing you can't do without...Marketing!

In this guide, we want to give you a peek into the definition of social media management, the daily schedule of a social media manager, social media platforms to promote your business, and the do’s & don’ts of social media management.
Are you ready to begin the journey of becoming a social media superstar?

Why is it that one marketing message earns attention while another misses the mark? Especially when both promote the same product to a similar audience. That question has always been an important one for marketers to understand, and up until relatively recently, it’s been extremely difficult to answer with any sense of certainty. 

Meltwater helps marketers answer that question by connecting content performance with the conversations, audience reactions, and emerging interests surrounding a campaign. Social listening and consumer intelligence reveal the language and themes people respond to; website and CRM data show whether that response leads to clicks, demos, or purchases. Used together, these sources give marketers a more credible way to identify messaging that drives engagement and contributes to conversion.

Why message performance matters more than ever

What makes a message drive engagement and conversion?

How Meltwater helps marketers identify winning messages

A step-by-step framework for finding messages that convert

Practical use cases across marketing teams

Best practices for building a data-driven messaging strategy

Turn audience insights into better business outcomes

Frequently asked questions about messaging performance and conversion

The growing challenge of content saturation

Campaigns today are constantly competing with other branded content, creator posts, news stories, entertainment, and whatever else happens to occupy the feed that day.

With algorithms catered to our specific likes and needs, having access to more content has not made audiences more patient. It’s made them more prone to make quick judgments about whether a message relates to them before scrolling on by.

Traditional marketing language is getting much easier to spot and thus much easier to ignore.

So, the pressure is on marketers to make content choices that truly break through the noise, causing scrollers to stop and listen.

The challenge is that content saturation makes category language blur together. When every company promises a faster, smarter, AI-powered way to work, for example, those claims stop being useful for distinguishing one offer from another. Pushing the same message over and over may increase exposure, but it does little to make the message more memorable.

Marketers therefore have less room for vague introductions or long explanations before reaching the point. Relevance needs to be established quickly, whether it appears in a social post, email subject line, or blog post.

The crowded environment raises the standard — and earning attention requires a much sharper understanding of which ideas audiences care about and which make them want to explore further.

Engagement is a leading indicator of conversion

Engagement is the main initial metric for gaining an early look at whether a message has garnered attention.

Comments reveal questions, feedback, and personal experiences. 

Shares can indicate that people find it useful or identity-affirming, and believe their network will as well.

None of these actions guarantees revenue, but they give marketers important feedback well before a full conversion picture is available.

The question is where engagement and conversion connect. To learn that, it’s important to test different messaging. When promoting a webinar, for example, you might test copy that focuses on broader industry trends against a speaker-focused promotion. If one produces more qualified landing-page visits and demo requests, while the other collects reactions but fewer clicks, you have a clear correlation between the type of content that inspires engagement as well as driving bottom-line results.

Characteristics of high-performing messaging

High-performing messaging connects a specific audience concern with a clear reason to pay attention now. The wording and creative execution will vary by campaign, but effective messages tend to share five characteristics:

Relevance: The message addresses a problem, desire, or decision the audience already recognizes. A campaign designed to improve feature adoption rate, for example, will feel more relevant to users if it speaks to a specific point where users get stuck, rather than leading with broad claims about product innovation, that have little to do with the problem the campaign is trying to solve, nor with the users it’s aimed at.

Timeliness: The message fits the audience’s current circumstances. That could mean responding to a market change, seasonal need, new regulation, product issue, or emerging conversation. Timeliness gives people a more compelling reason to engage — as the messaging is heavily related to what’s already happening in the broader online discourse.

Emotional resonance: The message evokes an emotional response. Relief, joy, curiosity, even provoking frustration are all effective ways to garner engagement when done well. A line like “improve reporting efficiency” is empty and doesn’t mean much; “Toiling away in spreadsheets for hours, just for a 5-minute presentation? We’ve all been there” gets at a more personal experience that everyone can still recognize…and they want a solution.

Clear value proposition: The audience should understand what changes if they act. Concrete positive outcomes need to be relayed in the messaging, without overpromising or aggrandizing.

Audience alignment: The emphasis within the messaging should reflect the intended audience. A campaign designed for existing customers is going to sound different than one trying to attract new customers — if the messaging aligns, the engagement should follow.

It’s important not to rely on any one single metric to demonstrate effectiveness. Different metrics answer different questions about how widely a message traveled, how audiences received it, and whether it prompted further action:

Engagement rate: Measures how actively audiences interact with a particular piece of content. Impressions, reach, comments, and likes all contribute to the overall engagement rate. A higher rate suggests that the message attracted attention, but the number alone will not tell you exactly why it resonated. The following metrics can be used to parse out more details.

Share of voice: Shows how prominent the brand or campaign narrative is within a wider category conversation. Marketers should examine what caused any increase, since enthusiastic customer discussion, criticism, and a competitor controversy can all produce a larger share of conversation.

Sentiment: Provides a directional view of whether responses are positive, neutral, or negative. Looking at the posts behind the classification helps marketers distinguish genuine enthusiasm from complaints, sarcasm, or disagreement with a specific part of the message.

Amplification and shares: Indicate that people considered the message worth passing along to their own audiences. Shares and reposts can extend reach beyond existing followers and often reveal which ideas people find useful, timely, or representative of their own experience.

Audience growth: Shows whether the messaging is attracting new followers or subscribers over time. A sustained increase can indicate that a campaign theme appeals beyond the brand’s established audience, particularly when growth continues across several related pieces of content.

Click-through behavior: Shows whether the message persuaded people to take the next step when tracking is available. Click-through rate becomes more useful when paired with landing-page and conversion data, which reveal whether the initial interest continued after the click.

Monitor conversations with social listening

Meltwater’s social listening capabilities allow marketers to track the conversations forming around their brand, competitors, products, and customer needs. Searches can follow brand mentions, campaign phrases, product terms, hashtags, recurring complaints, use cases, and the informal language audiences use when they are not speaking directly to a company.

People do not always tag a brand or use the exact terminology found on its website, especially if they’re simply commiserating about a broader problem. Someone who’s struggling with a reporting workflow will more likely describe a missed deadline or tedious task, not the category of platform that would solve it. 

For marketers, tracking the keywords associated with the problem conversation alongside brand and product terms gives marketers a more relevant and authentic view of demand and audience language.

You can also watch for emerging discussions. A rise in posts about confusing documentation, delayed shipping, unexpected product behavior, or a new industry requirement means your engagement is high, but due to rising negative sentiment. Catching that shift early means you can adjust priorities and formulate responses if necessary.

Conversation volume says how much people are talking. Sentiment, emotion, topic, demographic, and geographic analysis help explain who is driving it.

For example, a campaign message that emphasizes lower prices may generate positive engagement overall, but the underlying conversation could differ by audience based on location or other demographic criteria. Breaking the response into different segments prevents the average from becoming the whole story.

AI-powered analysis makes this easier by examining large conversation sets for recurring topics, sentiment patterns, and changes over time.

Meltwater gives marketers a way to compare the themes appearing in high-performing content across campaigns, competitors, creators, news, and social conversations. The goal is to identify repeatable ideas, not to copy an isolated post that happened to perform well.

Consider a software campaign promoting a new analytics capability. Posts about technical sophistication may receive modest interest, while content about reducing preparation time is consistently shared and attracts comments from people describing their own reporting bottlenecks. That recurring pattern gives the team a message to continue iterating on across all channels.

Competitive benchmarking adds another useful angle. If every competitor emphasizes speed, companies may struggle to distinguish themselves even when it’s a factor audiences care about.

Understand which narratives are gaining momentum (and where)

Meltwater helps marketers examine trend lines, conversation velocity, topic changes, and the sources or creators contributing to growth. This makes it easier to see whether interest is broadening, remaining confined to a small community, or driven by one or two high-reach accounts. Marketers can then decide whether to join the discussion, monitor it, or move on.

Importantly, momentum can come from outside the campaign. A product delay, competitor announcement, regulatory change, creator trend, or shift in customer language may alter how audiences interpret an existing message. 

Real-time intelligence gives the team a chance to adjust while the campaign is active, when the finding can still affect results.

See it in action! Request a demo to learn more about how the Meltwater platform helps marketing teams advance.

Start with the action the campaign is expected to influence. “Increase engagement” is too broad if the commercial objective is lead generation. A clearer goal might be increasing qualified demo requests from enterprise communications teams or improving trial starts among existing newsletter subscribers.

The conversion goal determines which messages, audiences, and measures belong in the analysis. A message designed to generate awareness should not be judged by immediate purchases. A high-intent demand generation message needs stronger evidence than reach and reactions. Set the primary outcome, then choose supporting indicators that show movement toward it.

Build searches around the audience’s needs, challenges, desired outcomes, product category, competitors, and the language already appearing in customer-facing channels. Include direct brand and campaign references, but do not restrict the analysis to conversations where the brand is named.

For a campaign promoting faster market research, the search might cover delays in consumer research, frustrations with manual analysis, pressure to respond to trends, and the ways marketers describe missed opportunities. Reviewing those conversations before launch informs the message. Continuing to track them during the campaign shows whether the theme is gaining relevance or losing ground.

Compare content with similar goals, audiences, formats, and distribution conditions. Look for recurring language, themes, value propositions, emotional cues, and calls to action among the stronger results. Then read the audience response closely enough to understand what people reacted to.

This is where marketers need to resist the appeal of the single winning post. One result may reflect timing, paid support, creator reach, or an unusually strong visual. A message becomes more credible when the pattern appears across several pieces of content or when a controlled test produces a similar result.

Break the findings down by the audiences that matter to the campaign. Depending on the objective, that could include customer status, job role, industry, geography, demographic group, creator community, or stage of the buying journey.

Suppose “reduce reporting time” performs well overall. Further analysis may show that practitioners engage with the time-saving message, while communications leaders respond more favorably when the same capability is framed around defending budget and explaining results. The underlying capability has not changed. The practical consequence has.

Use those differences to develop message variants with a shared strategic idea, not disconnected copy for every possible segment. Segmentation should sharpen the message hierarchy, not produce a pile of minor variations that no team can manage.

Test the strongest message hypotheses in channels where the target audience can take a measurable action. Keep the offer, creative format, audience definition, and distribution as consistent as possible when the purpose is to compare wording or narrative.

Measure immediate response and downstream behavior. If one message earns more engagement but another produces more qualified conversions, the result may point to different roles in the customer journey. The high-engagement message could work well for awareness, while the more specific message belongs closer to the decision.

Record what was tested, the conditions surrounding it, and what changed. Messaging performance shifts as audiences become familiar with a claim, competitors adopt similar language, products evolve, and market concerns move on. A useful testing program builds a current body of evidence rather than an unwavering list of “winning” phrases.

Brand marketers can use social listening and media intelligence to see which narratives audiences connect with the brand and whether those associations match the intended position. If a company wants to be known for reliability but customer conversation concentrates on affordability, that disconnect affects campaign planning. The team may need clearer proof, a different message, or operational changes before the desired association becomes credible.

Brand analysis should also distinguish recognition from affinity. A narrative may achieve wide reach because it is controversial or repetitive. Sentiment, comment themes, and the people amplifying it show whether awareness is strengthening the brand or merely making it more visible.

Content marketers can identify recurring questions, pain points, and emerging topics that deserve deeper coverage. Support complaints about confusing documentation might point to the ned for a practical guide. Repeated discussion of a new regulation could justify an explainer. A growing set of questions about feature adoption might become a customer education series.

Performance analysis then shows which framing earns attention. An article organized around a product category may underperform a piece built around the deadline or workflow pressure that prompts the search. Those findings can inform editorial planning, search content, social distribution, and future campaign briefs.

Demand generation teams can compare high-interest conversations with the messages producing qualified actions. This helps separate topics that attract broad attention from problems associated with active evaluation.

A conversation about industry change may generate reach at the top of the funnel, while posts about replacing a manual process produce fewer clicks but a higher rate of demo requests. Both messages have a role. The performance data tells the team where each belongs and how budget should be allocated.

Product marketers can study how customers describe problems, capabilities, and trade-offs in their own words. This is especially useful when internal naming has drifted away from the language used in sales calls, support tickets, reviews, and public conversation.

Message analysis also helps teams understand which product benefits matter to different audiences. A capability introduced as an AI innovation may receive stronger responses when explained through the manual task it removes. Critical comments may reveal that customers want proof of accuracy, control, or compatibility before the speed claim becomes persuasive. These findings can influence launch messaging, enablement materials, documentation, and roadmap discussions.

Communications teams can measure how audiences and media respond to announcements, executive statements, and campaign narratives. Volume and reach establish the scale of the response. Sentiment, recurring topics, source analysis, and share of voice reveal how the story was interpreted.

Identify the messaging that increases engagement and drives conversions.

How to Use Meltwater to Identify Messaging Driving Engagement

Your customers are talking about your brand right now, across app reviews, X threads, and podcast clips you've probably never listened to. The challenge is seeing whether frustration around a product issue is growing, what caused a change in brand sentiment, and which conversations need attention now.

Sentiment analysis tools use natural language processing and machine learning to classify mentions as positive, negative, or neutral and identify the topics behind those reactions. Older rule-based sentiment analysis relies on fixed lexicons, while newer artificial intelligence systems use neural networks and generative AI to interpret more context.

Demand for this type of analysis is growing quickly. The Business Research Company projects the sentiment analytics systems market to climb from $4.27 billion in 2025 to $5.61 billion in 2026, driven largely by wider adoption of AI-based analysis over older keyword-matching methods. Modern AI models can interpret more context than simple keyword-based systems, although sarcasm and irony remain difficult even for advanced tools.

Below are 12 of the best sentiment analysis tools for PR, marketing, and insights teams in 2026, and how to choose the right one for your team.

What features should you look for in sentiment analysis tools?

How to choose the right sentiment analysis tool

Make sentiment analysis work for your brand

<table class="table-primary alternate-color">
  <thead>
    <tr>
      <th>Tool</th>
      <th>Best For</th>
      <th>Key Strength</th>
      <th>Pricing Tier</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>Meltwater</td>
      <td>Teams that need one view of sentiment across social, news, podcasts, and video</td>
      <td>Unified brand monitoring with real-time sentiment shifts</td>
      <td>Custom quote</td>
    </tr>
    <tr>
      <td>Brandwatch</td>
      <td>PR and marketing teams comparing sentiment against competitors</td>
      <td>Deep social listening with sarcasm and emotion detection</td>
      <td>Custom quote</td>
    </tr>
    <tr>
      <td>Sprinklr</td>
      <td>Enterprises unifying social, CRM, and survey feedback</td>
      <td>Voice-of-customer analytics at scale</td>
      <td>Custom quote</td>
    </tr>
    <tr>
      <td>Hootsuite Insights</td>
      <td>Social teams who already publish through Hootsuite</td>
      <td>Listening and publishing in one platform</td>
      <td>$99–$249/mo, social listening is Enterprise-only, custom quote</td>
    </tr>
    <tr>
      <td>Talkwalker</td>
      <td>PR and CX teams needing real-time alerts</td>
      <td>Visual listening across images, video, and audio</td>
      <td>Custom quote</td>
    </tr>
    <tr>
      <td>Medallia</td>
      <td>CX teams working across surveys and omnichannel text</td>
      <td>Enterprise text analytics built for customer experience</td>
      <td>Custom quote</td>
    </tr>
    <tr>
      <td>Quid</td>
      <td>Insights teams tracking sentiment alongside market trends</td>
      <td>Granular sentiment analysis across a global data feed</td>
      <td>Custom quote</td>
    </tr>
    <tr>
      <td>Cision Communication Cloud</td>
      <td>PR teams tying sentiment to media coverage</td>
      <td>Multi-channel sentiment with manual override</td>
      <td>Custom quote</td>
    </tr>
    <tr>
      <td>Qualtrics</td>
      <td>CX teams standardizing on one experience management platform</td>
      <td>Theme-based sentiment categorization via Text iQ</td>
      <td>Custom quote</td>
    </tr>
    <tr>
      <td>Mention</td>
      <td>Teams that want side-by-side competitor sentiment reports</td>
      <td>Automatic tone classification with competitive benchmarking</td>
      <td>From $599/mo, on an annual contract</td>
    </tr>
    <tr>
      <td>Awario</td>
      <td>Smaller teams that need straightforward sentiment tracking</td>
      <td>Clear dashboards for sentiment trends over time</td>
      <td>$29–$249/month billed annually; $49–$399/month month-to-month</td>
    </tr>
    <tr>
      <td>HubSpot Service Hub</td>
      <td>Teams already running on HubSpot CRM</td>
      <td>Sentiment tracking built into your existing CRM workflows</td>
      <td>Starts at $90 per seat/month</td>
    </tr>
  </tbody>
</table>

Meltwater brings sentiment analysis from social media, news, forums, print, broadcast, and podcasts into a single platform. PR and marketing teams can track whether sentiment is changing, identify the topics driving that shift, and examine the mentions behind the data rather than relying on a single positive or negative score.

Monitors mentions across major social platforms, print, broadcast, blogs, and podcasts

AI-powered sentiment analysis that surfaces the feeling behind a mention, not just the label

Real-time alerts for sentiment spikes and shifts

AI-driven summaries from Mira, Meltwater's AI assistant, plus GenAI Lens for visibility into how ChatGPT and other LLMs represent your brand

Pricing: Custom quote. If you want a more detailed pricing breakdown, see Meltwater's pricing guide. 

Best for: PR, communications, and marketing teams that need to understand sentiment across earned media and social channels rather than monitor social posts alone.

See how this works for your brand: request a demo of Meltwater's sentiment analysis in action.

Brandwatch Consumer Research analyzes sentiment across more than 100 million online sources, including social networks, forums, blogs, news sites, and review platforms. Teams can compare sentiment around their brand, products, campaigns, and competitors, then examine the conversations behind each change. 

Tracks your brand name and logo across 100 million-plus sources

Sentiment benchmarking against competitors

Emotion and sarcasm detection beyond basic positive/negative tagging

Best for: PR or marketing teams that want posts automatically categorized by opinion or complaint type, so reviewing feedback takes less manual sorting.

Sprinklr uses AI-powered social listening to analyze sentiment, customer emotions, trends, and anomalies across more than 30 social and digital channels. It targets large organizations that need to track customer conversations across brands, markets, and business units on a single platform.

Real-time monitoring across 30+ social and digital channels

AI-based sentiment, emotion, entity, and text classification

AI Topics for filtering irrelevant conversations and grouping related themes

Competitor benchmarking across share of voice, brand awareness, and other KPIs

Real-time alerts for emerging issues and unusual changes in conversation

Best for: Global enterprises with large, distributed teams that need one shared read on customer sentiment across social and CRM data at scale, tied into broader brand monitoring across markets and business units. 

Hootsuite combines publishing and engagement tools with social monitoring. Its advanced listening product, Lumen, analyzes conversations across 150 million data sources, including social networks, blogs, forums, news, videos, and review sites. Teams can use it to track sentiment, conversation trends, reach, engagement, and influential voices.

AI-powered sentiment analysis across a broad set of channels

Advanced filtering for more nuanced insights

Customizable reports for different stakeholders

Pricing: Standard ($99/mo), Advanced ($249/mo), Enterprise (custom).

Social Listening

How to Use Meltwater to Identify Messaging Driving Engagement

Best Sentiment Analysis Tools for PR & Marketing 2026

How to Track Media Mentions in 2026

How to Turn Brand Monitoring into Actionable Intelligence

The Top 13 Social Listening Tools for 2026

The World Artificial Intelligence Conference (WAIC) 2026: The Conversation Split Between Policy, Technology and AI

What Reddit Smartwatch Conversations Reveal About Consumer Trust

Understanding Social Media Listening Metrics for PR Success

Influencer Engagement Rate Calculator & Guide

What Are People Saying About My Products?

World Cup 2026 Marketing and Sponsorship Trends

The Data Behind Successful Fragrance Influencer Marketing

Social Listening

How to Use Meltwater to Identify Messaging Driving Engagement

Best Sentiment Analysis Tools for PR & Marketing 2026

How to Track Media Mentions in 2026

How to Turn Brand Monitoring into Actionable Intelligence

The Top 13 Social Listening Tools for 2026

The World Artificial Intelligence Conference (WAIC) 2026: The Conversation Split Between Policy, Technology and AI

What Reddit Smartwatch Conversations Reveal About Consumer Trust

Understanding Social Media Listening Metrics for PR Success

Influencer Engagement Rate Calculator & Guide

What Are People Saying About My Products?

World Cup 2026 Marketing and Sponsorship Trends

The Data Behind Successful Fragrance Influencer Marketing

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