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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?

<table class="table-primary alternate-color">
  <thead>
    <tr>
      <th>Film</th>
      <th>Defining conversation theme</th>
      <th>Standout finding</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td><em>Spider-Man: Brand New Day</em></td>
      <td>Plot and spoilers</td>
      <td>Plot-related discussion represented 26.4% of conversation</td>
    </tr>
    <tr>
      <td><em>The Odyssey</em></td>
      <td>Controversy</td>
      <td>Controversy accounted for 25.7% of conversation</td>
    </tr>
    <tr>
      <td><em>Toy Story 5</em></td>
      <td>Merchandise and franchise activity</td>
      <td>Fan content over-indexed most strongly on engagement</td>
    </tr>
    <tr>
      <td><em>The Devil Wears Prada 2</em></td>
      <td>Fashion and premieres</td>
      <td>Fashion and beauty represented 23.7% of conversation</td>
    </tr>
    <tr>
      <td><em>Obsession</em></td>
      <td>Plot interpretation and verdicts</td>
      <td>Conversation peaked on day 21</td>
    </tr>
  </tbody>
</table>

It’s a truth universally acknowledged: film discourse online is rarely just about the movie. Conversation doesn’t start and stop within the two-hour runtime. It extends from early promotion and teasers to post-premiere discussions as the trends mature, and memes and spoilers begin to proliferate.

There are trailer reactions, red-carpet looks to review, fan edits, merchandise drops, box-office numbers, character discourse, and that one extremely determined Reddit thread explaining why everyone else misunderstood the ending. All of it counts as conversation. But all of it can be interpreted differently depending on where it occurs and how it is measured.

Meltwater analyzed online discussion around five major 2026 theatrical releases: Spider-Man: Brand New Day, The Odyssey, Toy Story 5, The Devil Wears Prada 2, and Obsession. The analysis captured 2.47 million posts from social platforms, forums, blogs, and comment sections.

The posts that traveled furthest were often clips, fan edits, and other highly visual content. The discussions where people picked apart endings, performances, characters, and whether they would recommend the film were much less likely to appear among the most engaging posts.

And each film developed its own unmistakable online personality along the way.

The movie content that travels furthest isn’t where audiences form their verdict

Opening weekends usually make noise, but achieving staying power is different story

Every movie had its own conversation personality

Plot debates stay in the group chat while fan edits travel

A negative post doesn’t always mean a bad review

How Meltwater Explore+ helps marketers understand the whole audience conversation

FAQ: How audiences talk about major movie releases

<table style="width:100%; border-collapse:collapse; font-family:Arial, sans-serif; font-size:14px;">
  <tbody>
    <tr>
      <td style="padding:12px; border:1px solid #ccc; font-weight:bold; width:30%; font-size:14px;">Capability</td>
      <td style="padding:12px; border:1px solid #ccc; font-size:14px;">
        <a href="https://www.meltwater.com/en/capabilities/social-listening" style="font-size:14px;">Meltwater Social Listening</a>
      </td>
    </tr>
    <tr>
      <td style="padding:12px; border:1px solid #ccc; font-weight:bold; font-size:14px;">Analysis window</td>
      <td style="padding:12px; border:1px solid #ccc; font-size:14px;">
        Each film is analyzed within a 21-day window: the seven days before release, release day itself and the thirteen days after.
      </td>
    </tr>
    <tr>
      <td style="padding:12px; border:1px solid #ccc; font-weight:bold; font-size:14px;">Data sources</td>
      <td style="padding:12px; border:1px solid #ccc; font-size:14px;">
        Social platforms, forums, blogs and comment sections
      </td>
    </tr>
    <tr>
      <td style="padding:12px; border:1px solid #ccc; font-weight:bold; font-size:14px;">Brands / entities tracked</td>
      <td style="padding:12px; border:1px solid #ccc; font-size:14px;">
        Spider-Man: Brand New Day, The Odyssey, Toy Story 5, The Devil Wears Prada 2, Obsession
      </td>
    </tr>
    <tr>
      <td style="padding:12px; border:1px solid #ccc; font-weight:bold; vertical-align:top; font-size:14px;">How quantitative data was analyzed</td>
      <td style="padding:12px; border:1px solid #ccc; font-size:14px;">
        Conversation volume, platform mix, overall sentiment, and conversation momentum were measured across all 2,473,997 posts in the five 21-day analysis windows. Using the same timeframe for each film allowed us to compare the size and shape of conversation consistently, including when discussion peaked, how quickly it declined, and how much activity remained one and two weeks after release.
      </td>
    </tr>
    <tr>
      <td style="padding:12px; border:1px solid #ccc; font-weight:bold; vertical-align:top; font-size:14px;">How qualitative data was analyzed</td>
      <td style="padding:12px; border:1px solid #ccc; font-size:14px;">
        <p style="font-size:14px;">To understand what audiences were actually discussing, we analyzed a classified sample for each film consisting of:</p>
        <ul style="font-size:14px;">
          <li style="font-size:14px;">The 2,000 highest-engagement social posts</li>
          <li style="font-size:14px;">2,000 additional social posts selected at random from below that group</li>
          <li style="font-size:14px;">The 2,000 highest-engagement Reddit posts</li>
        </ul>
        <p style="font-size:14px;">Posts in these samples were coded by topics such as plot and endings, performances, controversy, merchandise, fashion, and fan-created content, allowing us to examine the themes and reactions behind the broader quantitative trends.</p>
      </td>
    </tr>
    <tr>
      <td style="padding:12px; border:1px solid #ccc; font-weight:bold; vertical-align:top; font-size:14px;">Key term definitions</td>
      <td style="padding:12px; border:1px solid #ccc; font-size:14px;">
        <p style="font-size:14px;"><strong>Engagement</strong>: the number of shares, comments, likes, retweets, replies, direct messages, etc.</p>
        <p style="font-size:14px;"><strong>Post</strong>: a single piece of content, can include multiple mentions</p>
        <p style="font-size:14px;"><strong>Mentions</strong>: the number of instances when key words and phrases appeared within a post</p>
        <p style="font-size:14px;"><strong>Share of Engagement (SOE)</strong>: the percentage, or share, of total engagement actions attributed to a particular brand, market, or entity</p>
        <p style="font-size:14px;"><strong>Subreddit</strong>: a user-created community on Reddit dedicated to a particular interest or topic</p>
      </td>
    </tr>
  </tbody>
</table>

A note on qualitative analysis: Samples were used differently depending on the question being asked. High-engagement social and Reddit posts were kept separate when comparing platforms or engagement. Estimates of each topic’s share of the broader conversation combined the random-social and Reddit samples, weighted according to each platform’s share of the film’s full conversation; the engagement-ranked social sample was excluded because it disproportionately represents content that generates interaction. Topic categories could overlap, so a single post could contribute to more than one theme.

Download a one-page PDF summarizing the findings of this analysis.

The most engaging movie content and the most revealing audience discussion occupy surprisingly different corners of the internet.

Reddit makes that divide hard to miss. Depending on the film, Reddit accounted for anywhere between 15.9% and 49.4% of total conversation, yet it represented no more than 0.1% of any film’s 2,000 most engaging posts. For example, almost half of the entire Odyssey conversation happened on Reddit, but none of those posts appeared in its highest-engagement social sample.

Content built to travel: short-form video, clips, fan edits, fan art, promotional moments, and tie-ins.

That makes engagement rankings useful for answering questions like, “What is getting shared?” or “Which creative is breaking through?”, but they are considerably less useful for answering, “What did audiences actually think?”

The latter tends to surface in discussion-heavy spaces, where viewers have enough room to argue about an ending, question a character decision, dissect a performance, or simply tell several hundred strangers exactly why everyone else is wrong.

Why it matters for marketers: Engagement is a measure of amplification, not a universal proxy for audience opinion. If campaign reporting looks only at the content with the biggest numbers, marketers can end up measuring what audiences helped circulate while missing the conversations that explain how the campaign or release actually landed among the audiences discussing it in depth.

Four of the five films followed the release pattern you might expect: conversation peaked on release day, then began to fall.

How quickly it tapered off was another matter.

By day 21, The Devil Wears Prada 2 had dropped to 13% of its peak conversation volume. Spider-Man: Brand New Day was at 21%, while The Odyssey and Toy Story 5 retained 29% and 30%, respectively. The films may all have experienced a release-day spike, but their conversations did not have the same shelf life.

Its release day was only its fourth-busiest day. Conversation dipped midway through the analysis window and then started climbing again, eventually reaching its highest level on day 21 — the final day measured. Its second week retained 97% of first-week conversation volume, a feat not achieved since Sound of Freedom as one Redditor astutely observed.

The subject matter helps explain what made that film’s conversation look so different. Plot, endings (yes, plural), and spoilers accounted for 34.4% of Obsession discussion, the highest share among all five films. Verdicts reached 26.9%, while themes and meaning accounted for 17.8% — more than three times the share for any other title.

In other words, audiences did not simply encounter Obsession and move on. They found things to argue (ahem, have spirited discussion) about.

Why it matters for marketers: A launch spike shows that a campaign captured attention. Staying power shows whether audiences continued giving the subject reasons to matter. Tracking both makes it easier to distinguish a large opening moment from a conversation with a life of its own.

When you put five major releases into the same measurement framework and their differences become much more interesting and apparent than a simple ranking of who had the most mentions.

To get an estimate of which themes stood out for each release, we used a qualitative analysis of random social and Reddit posts by topic, then weighted the results to reflect each platform's share of the overall conversation.

Spider-Man: Brand New Day was a plot-driven movie discussion. Plot, the ending, and spoilers represented 26.4% of its conversation, second only to Obsession. It also generated the highest share of box-office and trade discussion of the five titles, at 16%.

The Odyssey was the controversy movie — by a very wide margin. Controversy represented 25.7% of its conversation, compared with 2.6% or less for every other film. Much of that centered on historical accuracy, while discussion of craft and production also reached a dataset-high 13.1%.

Toy Story 5 had the most commercial conversation mix. Merchandise and tie-ins were its largest topic at 17.2%, followed closely by cinemas and tickets at 13.9% and nostalgia and legacy at 13.5%. That gave the conversation a distinctly franchise-driven feel, shaped as much by the world around the movie as by reactions to the story itself.

For The Devil Wears Prada 2, the clothes did a lot of the talking. Fashion and beauty accounted for 23.7% of conversation and premieres and events another 20.4%. Plot, endings, and spoilers reached only 5.3% — the lowest of any film in the analysis. Audiences spent considerably more time discussing how the sequel looked than what happened in it.

And Obsession was the title audiences wanted to pick apart. Plot and endings led at 34.4%, verdicts reached 26.9%, and themes and meaning hit 17.8%. Its conversation was built far more around interpretation than promotion.

These identities were certainly not always fixed. 

Toy Story 5 moved from merchandise before release to verdicts immediately after release, back to merchandise, and eventually to fan-created content in week two. 

The Devil Wears Prada 2 moved from premieres to fashion and finally toward box-office discussion. 

By contrast, The Odyssey remained controversy-led through most of its release window, while Obsession quickly became dominated by plot discussion.

The stage at which you examine a campaign can therefore change the story you tell about it.

Why it matters for marketers: Total volume tells you how much attention something received. Topic mix tells you what that attention was actually about. Following those topics over time can also reveal whether the campaign narrative held, disappeared, or gave way to something audiences found more interesting.

If engagement is your main goal, give the fans something to remix.

Fan edits and fan art generated a larger share of engagement than their share of posts for every film analyzed. For The Odyssey, that gap was +1.0 percentage point — meaning fan content accounted for 1 percentage point more of total engagement than other posts. For Toy Story 5, the gap widened to +13.0 points. Clips posted with little or no commentary showed the same pattern, over-performing across all five films.

The topics on which people expressed deeper opinions did almost the opposite.

Plot, endings, and spoiler discussion generated less engagement than their share of posts for every film. So did discussion of performances. Even when plot debate was a major part of the conversation, as it was for Spider-Man: Brand New Day, the subject still underperformed on engagement, relative to how often people talked about it.

That difference grows increasingly important later in a release cycle. Fan edits and art increased from 4.4% of sampled conversation before release to 13.8% by week two. Fan activity can therefore remain highly visible even when the overall volume of conversation around the film is declining.

That makes fan content a useful momentum signal. But by itself, it doesn’t tell us why that momentum exists. So while useful, it needs to be examined carefully in conjunction with other metrics.  

Why it matters for marketers: Highly engaging fan content can show which creative ideas audiences want to carry forward themselves. Use it to identify formats and cultural moments worth amplifying, but pair it with broader conversation analysis before using engagement as evidence of how audiences feel.

Sentiment analysis is a useful barometer, but those in the entertainment industry should be wary: it gets messy when people are discussing fictional characters that they love to hate, or genres designed to inspire negative emotions such as fear or unease. 

To understand what was behind the negative scores, we examined posts from the three qualitative samples for each film: 

A random sample of additional social posts

We then assessed whether the negativity was directed at the film itself, its characters, the cinema experience, or something else entirely.

Across all five releases, Reddit conversation was substantially more negative than the highest-engagement social content. Toy Story 5, for example, moved from 5% negative sentiment among its most engaging social posts to 28% among its top Reddit posts. Spider-Man: Brand New Day moved from 6% to 22%. Obsession jumped from 19% to 46%.

But much of that negativity was not necessarily a thumbs-down on the movie.

For Obsession, half of the negative posts centered on characters, while fewer than one in five offered an actual verdict on the film. Spider-Man followed a similar, though smaller, pattern. Being furious with a character can be evidence that a story has done its job rather than evidence that the audience hated watching it.

The horror genre presents an even tougher problem. Well-meaning adjectives, that are actually a mark of praise, can sound terrible. Words such as “bleak,” “brutal,” and “disturbing” may describe exactly the experience a viewer wanted, but conventional sentiment analysis has little reason to interpret them as compliments. Four in five of the negative posts using this kind of language belonged to Obsession.

And sometimes the movie itself is an innocent bystander swept up in a negative discussion it, or its content, has no control over. Complaints about ticket prices, projection problems, sound levels, or another person behaving badly in the cinema can all appear inside the surrounding conversation and contribute to a negative score.

Why it matters for marketers: A sentiment score can tell you where to investigate, but context tells you what to do about it. Before immediately treating negativity as a reputation problem, determine whether audiences dislike the subject itself, are passionately debating it, or are reacting to something else entirely.

How Meltwater social listening helps marketers understand the whole audience conversation

The lesson to be learned from the online conversation around these five summer films extends well beyond entertainment. Marketers in all industries should take a shrewd approach to assumptions based on the biggest numbers — those figures do not necessarily provide the most useful insights.

Meltwater’s social listening capabilities help marketers analyze conversation across multiple sources and turn those signals into actionable intelligence, making it easier to understand not only what is getting attention but what that attention means. Understanding that allows teams to move deftly from gathering data to making strategic decisions.

See beyond the posts with the biggest numbers

Engagement rankings can favor highly shareable content while leaving discussion-heavy environments almost invisible.

Analyze conversations across social platforms, forums, news, reviews, and other sources rather than relying on a single engagement-ranked feed.

Compare conversation volume with engagement to identify the difference between what audiences discuss in depth and what they amplify.

Examine individual sources and communities to understand where different types of audience response are happening.

Business outcome: Build a more representative view of audience response and reduce the risk of mistaking high visibility for broad approval.

What dominates before a launch may have little resemblance to what audiences care about days or weeks later.

Track conversation volume over time to see when attention rises, peaks, and fades.

Analyze themes and sentiment as they develop to identify what is sustaining the conversation.

Compare periods to see when campaign messaging gives way to audience-led topics or emerging narratives.

Business outcome: Make decisions based on the conversation audiences are having now rather than the one they were having at launch.

Turn sentiment and engagement into context

A negative score or high-engagement post can tell teams that something happened without explaining what drove the response.

Analyze sentiment alongside the themes and conversations surrounding it.

Identify the subjects, audiences, and sources contributing to changes in perception.

Meltwater analyzed nearly 2.5 million posts about Spider-Man: Brand New Day, The Odyssey, Toy Story 5, The Devil Wears Prada 2, and Obsession to uncover what gets audiences talking — and why the posts with the most engagement don’t always tell you what viewers actually think.

What 2.47 Million Posts Reveal About 2026 Summer Movie Audiences

Talkwalker, now Lumen by Talkwalker, added LLM Insights for tracking brand mentions across ChatGPT, Gemini, Claude, and Perplexity. So, the decision is less about whether a platform tracks AI and more about coverage, depth, workflow, and cost.

You may need stronger earned-media monitoring, deeper consumer research, a simpler tool for a smaller team, or a different approach to tracking your brand across AI-generated answers.

Here are five Talkwalker alternatives to compare based on those needs.

What are the best Talkwalker alternatives?

The five strongest options to consider are:

These five platforms cover different needs, from enterprise consumer intelligence to more accessible brand monitoring. We also compare their AI visibility capabilities, since tracking how your brand appears in AI-generated answers is becoming part of the evaluation.

Talkwalker itself added LLM Insights in January 2026, so the question is now less about who offers AI monitoring and more about how each platform handles it alongside social listening.

If earned media monitoring matters as much as social conversation, also compare the broader range of media monitoring tools available.

Comparison of the best Talkwalker alternatives

<table class="table-primary alternate-color">
  <thead>
    <tr>
      <th>Tool</th>
      <th>Best for</th>
      <th>G2 score</th>
      <th>Key differentiator</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>Meltwater</td>
      <td>Enterprise media intelligence</td>
      <td><a href="https://www.g2.com/products/meltwater/reviews?source=search">4.1</a></td>
      <td>Native AI visibility tracking via GenAI Lens</td>
    </tr>
    <tr>
      <td>Brandwatch</td>
      <td>Consumer intelligence at scale</td>
      <td><a href="https://www.g2.com/products/brandwatch-social-media-management/reviews?source=search">4.0</a></td>
      <td>Historical data archive dating back to 2008</td>
    </tr>
    <tr>
      <td>Sprinklr</td>
      <td>Enterprise CXM + social listening</td>
      <td><a href="https://www.g2.com/products/sprinklr-social/reviews">4.1</a></td>
      <td>Social listening bundled into a full CXM suite</td>
    </tr>
    <tr>
      <td>Synthesio</td>
      <td>Enterprise consumer research</td>
      <td><a href="https://www.g2.com/products/synthesio/reviews?source=search">4.3</a></td>
      <td>AI-powered topic modeling for post-purchase behavior</td>
    </tr>
    <tr>
      <td>Brand24</td>
      <td>Small and midsize teams</td>
      <td><a href="https://www.g2.com/products/brand24/reviews?source=search">4.6</a></td>
      <td>Self-serve setup, no sales cycle required</td>
    </tr>
  </tbody>
</table>

Meltwater combines media monitoring, social listening, and consumer intelligence in one platform, plus native AI visibility tracking through GenAI Lens. 

In practice, that means you can track what journalists and customers are saying about your brand, spot shifts in sentiment or competitor conversations, and see how your brand appears in tools like ChatGPT, Gemini, and Perplexity. GenAI Lens also shows how often you appear and which sources are influencing those AI answers.

Best for: PR, marketing, and communications teams that need media, social, and AI monitoring in one platform.

Real-time media monitoring across 270,000+ news sources, 15+ social channels, TV, radio, and podcasts.

Mira, Meltwater's AI assistant, summarizes large volumes of conversation and helps teams build searches faster.

GenAI Lens monitors brand visibility across ChatGPT, Gemini, Claude, Perplexity, Grok, DeepSeek, and other AI platforms, with prevalence, competitive benchmarking, and source tracking.

Media relations tools help teams identify journalists and manage outreach alongside monitoring.

Cross-team capabilities give PR teams real-time alerts, marketers social performance data, and insights teams audience analysis.

Pricing: Meltwater uses custom pricing based on products, data requirements, and team needs. Explore Meltwater’s pricing and plans, or read our detailed pricing guide to learn more before requesting a tailored quote.

Strong journalist and media relations tools

Social proof: Haleon used Meltwater's social listening to cut market research turnaround from five weeks to five days (an 80% efficiency gain) and drove 272% year-over-year engagement growth for its Preparation-H brand by acting on the conversation data it uncovered.

Brandwatch is suitable if your team runs large-scale consumer research. Its Consumer Research platform processes data from more than 100 million sources and provides access to a historical archive containing over a trillion consumer conversations.

For AI and search intelligence, Brandwatch connects with Trajaan, which became part of parent company Cision. Brandwatch surfaces Trajaan data inside Consumer Research alongside social signals.

Best for: Enterprise consumer intelligence teams that need deep, high-volume conversation analysis.

Coverage across 100+ million online sources, including a historical archive dating back to 2008.

AI-powered sentiment and trend analysis built for research-heavy teams.

LLM/AI visibility tracking through Trajaan, a search intelligence platform Brandwatch's parent company, Cision, added through a partnership and later acquired.

Pricing: Custom quote; no public self-serve tier.

AI visibility comes through Trajaan, which is a separate module with its own setup.

Sprinklr fits your team if you want consumer intelligence connected to a much broader customer experience platform. Its listening tools can pull signals from social, digital, media, reviews, and first-party customer data.

Sprinklr has also introduced LLM Insights, extending that analysis to AI-generated answers.

The Meltwater Blog

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The Best Talkwalker Alternatives for Social Listening

Best Brandwatch Alternatives for AI Visibility (2026)

Media 3.0: The Rise of Independent Social Journalists

LLM Metrics & KPIs: How to Measure & Improve AI Visibility

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How To Create Media Monitoring Analysis Reports

How to Create Board-Ready Reputation Risk Reports

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Black Friday and Cyber Monday Consumer Trends 2026

Guide to Broadcast Monitoring for TV, Radio, and Podcasts