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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

Influencer marketing is evolving, and so is the way brands measure success. That’s why Meltwater is proud to announce a new partnership with YouTube, integrating YouTube’s Creator Partnerships API directly into our Influencer Marketing platform.

Introducing Verified YouTube Data in Meltwater Influencer Marketing

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

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

What Is Data Analytics? [Beginner’s Guide 2023]
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!

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

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

Your brand is your organization’s most important asset. And as such, a strong brand reputation and strong brand management are key, and brand tracking is the answer to ensuring your brand continues to resonate with customers. 

Picture this: You’re sitting in a cafe with a friend, both of you sipping on your favorite lattes. You rave about its creamy flavor and the great customer service you received when you purchased it. But your friend is complaining about its lackluster quality, lack of flavor, and long wait time. Despite being in the same place and receiving the same product, two very different experiences emerge.

That’s why brand perception is everything when it comes to managing your brand's reputation.

If you want to survive in today’s crowded and often cutthroat business landscape, understanding how customers perceive your brand day in and day out is absolutely essential. With brand tracking, you can measure and evaluate consumer opinions about your brand on an ongoing basis.

Let’s dig deeper into what brand health tracking is, why you need it, and how to go about tracking your brand for important insights.

We define brand tracking as the continuous process of monitoring and analyzing different pieces of your brand puzzle. You might also hear this referred to as brand health tracking.

Customer sentiments via sentiment analysis

Monitoring your brand on an ongoing basis shows you how well your brand is performing in relation to competitors and how your customers perceive you. In doing so, you can identify areas of opportunity to improve or maintain your reputation and stay in your customers’ good graces.

Tip: Learn more about brand reputation measurement.

There’s some overlap between brand monitoring and brand tracking, but they have their distinctions, too:

<table class="table-primary">
<thead>
<tr>
<th>Brand Monitoring</th>
<th>Brand Tracking</th>
</tr>
</thead>
<tbody>
<tr>
<td>Focuses on real-time moments</td>
<td style="text-align:left;">Focuses on trends over time</td>
</tr>
<tr>
<td>Monitors for keywords and mentions</td>
<td style="text-align:left;">Looks for patterns</td>
</tr>
<tr>
<td>Short-term insights</td>
<td style="text-align:left;">Long-term insights</td>
</tr>
</tbody>
</table>

Brand monitoring focuses on real-time online conversations and “tunes in” when brands detect mentions or patterns. For example, if someone mentions your brand name or a related keyword in a blog, article, on an LLM, or in a social media post, your brand tracking tools (aka social media monitoring software) will pick up on that mention and report it back to you. This is helpful for brands to surface where conversations are happening, who is leading them, and how people are talking about you.

Brand tracking is the proactive process of using insights revealed from your brand tracking software to follow your brand’s performance over time. This usually involves conducting surveys and collecting data related to various brand metrics, such as awareness and sentiment. Combined, these insights can help brands understand how consumers perceive the brand over time. Businesses can track changes in brand image and monitor the effectiveness of their marketing efforts.

Brand tracking helps companies understand the impact of their marketing and branding efforts and identify strengths and weaknesses in their branding strategies. Customer perceptions can change on a dime — and according to research, 32% of customers would stop using a brand after just one bad experience.

Customers have so many options these days that they don’t feel the need to stick around if a brand can’t deliver on their expectations.

Tracking your brand can help you spot when customers are starting to gravitate away in favor of other options. The sooner you recognize a problem, the faster you can respond to fix it.

On a positive note, brand tracking can also show where and how you’re getting it right. If improving your brand image, presence, and reputation are goals, you can track your progress along the customer journey and demonstrate how you’re making an impact.

Like the other many moving parts of your marketing, brand tracking isn’t a passive activity. It requires ongoing effort and attention, but the benefits can certainly justify the investment:

Brand tracking helps you assess how your brand is performing in terms of market share, share of voice, customer sentiment, earned media, sales, and customer loyalty. These are tangible metrics you can apply to your brand’s success.

Tracking data gives you insights into how customers experience your brand. You can learn more about brand awareness, how they associate your brand with other products, services, or companies, and their overall sentiments.

All of these can help you understand if your branding efforts are resonating with your target audience and whether your branding has staying power.

Competitor analysis is an inherent part of brand tracking. It lets you see how you stack up against competitors, including where your strengths lie and where you might need to improve.

If customers start favoring a competitor over you, you can dig deeper into their strategies to see how you might adjust your own. 

Brand equity may ebb and flow as new competitors emerge and others become insignificant.

Tracking your brand over time can identify declines or improvements in brand equity, allowing marketers to associate these changes with specific campaigns, trends, or moments.

Many social listening tools incorporate AI to help pinpoint and contextualize trends for even greater insights. 

Mira Studio from Meltwater offers a prompt-based conversational interface that helps teams efficiently gather insights that they can then be better prepared to act on — cutting through the complexity and focusing on what truly moves the brand forward.

Introducing Mira - The Power of Meltwater AI, Unleashed

What is the news this week for [Insert Brand]?

What was the media reaction to [Insert Business Change] at [Insert Brand]?

What are the key consumer sentiments regarding the [Insert Topic/Product/Brand]?

Tracking your brand helps to put your marketing efforts into perspective.

If positive brand perceptions suddenly spike, for example, marketers can look back at recent campaigns to see what’s driving the change. Having this extra layer of attribution adds clarity to marketing ROI, making your efforts more valuable and well-rounded.

For companies with investors and other third-party stakeholders, tracking brand health can earn their trust and confidence. Everyone likes knowing they’re invested in a winner.

Customer perceptions are everything when it comes to brand health. By tracking your brand, you can rest assured you’re doing everything you can to keep customers happy and coming back.

Tracking brand health requires companies to use metrics and key performance indicators (KPIs) to assess overall strength and ongoing performance.

A few key brand metrics that can reveal more about your brand’s reputation include: Net Promoter Score, retention rate, share of voice, and customer satisfaction. 

Measuring brand performance requires you to pull data from multiple sources for deeper review. The right brand tracking tools and methods can simplify this process so you can cut to the chase and start making improvements. 

Here are some methods that can contribute to your brand tracking strategy.

Customer feedback surveys, NPS surveys, and CSAT surveys provide quick insights into how your customers think and feel about specific experiences.

For example, you might send a survey a few days after a purchase to get feedback about the online shopping experience. Doing so allows you to tap into customer perceptions while they’re fresh.

Google Alerts is a free tool brands can use to monitor for specific keywords or phrases. For example, when your brand is published in the media, Google will email you an alert showing where your name was mentioned. It’s not a comprehensive tool (more like a one-trick pony), but it’s a great helper if you’re just getting started with brand tracking.

Online review management software and services keep tabs on your brand on your behalf. These services focus on online reviews, surveys, and other sources of feedback and compile findings on your behalf. You can keep tabs on customer communications and know where you’re doing well or falling short of their expectations.

Platforms like the Meltwater Media Intelligence Suite offer the most comprehensive brand tracking features and functions.

Media intelligence platforms track social media mentions, online conversations, and millions of websites, blogs, podcasts, LLMs, and traditional media to surface insights about your brand. These all-encompassing platforms leave no detail unnoticed and do most of the heavy lifting for you.

Brand tracking is an essential element of every marketing strategy. It offers clear insights about whether your messages are reaching the right people and whether they have staying power and conviction. Tracking your brand also helps you demonstrate the value of your marketing and media efforts, allowing you to attribute your actions with real ROI.

Meltwater monitors billions of data points in real-time and uses a combination of AI, data science, and human discernment to turn these insights into action steps. Brands can gauge their health at a glance, dive deeper into areas of opportunity, and always know where they stand with their customers.

Learn more when you request a demo! Simply fill out the form below.

Frequently asked questions about brand tracking.

How reliable is sentiment as a brand metric?

Sentiment is a useful directional indicator, and with the assistance of AI it's accuracy has greatly improved in recent years. But it should not be used in isolation. Its reliability depends on data quality, context, and how well the analysis accounts for sarcasm, nuance, regional idiosyncrasies, and volume, making it most effective when combined with other brand metrics.

What’s the difference between survey-based and media-based brand tracking?

Learn more about brand tracking strategies in our free eBook:

Get the Ultimate Guide to Social Listening

What Is Brand Tracking? Brand Health Tracking Guide for 2026

You’ve lined up influencers for your next campaign. On paper, your influencer roster looks strong: high follower counts, polished content, and solid engagement. But weeks after launching, the needle hasn’t moved. There’s no real lift in conversation and no noticeable bump in demand—just screenshots, invoices, and a nagging feeling that those vanity metrics never told the whole story.

Many brands hit a breaking point when they realize visibility alone is no longer enough. This is where AI changes the equation. Instead of hoping creators are relevant or guessing when to launch, AI transforms influencer marketing into something reliable and measurable and eliminates the guesswork.

Let’s break down how you can leverage AI to upgrade your influencer marketing strategy.

What is AI in Influencer Marketing and Why Does it Matter?

How Does AI Improve Influencer Discovery and Campaign Management?

What Trends Are Shaping the Future of AI in Influencer Marketing?

Meltwater Helps Brands Use AI to Elevate Influencer Marketing

While AI-generated influencers are making headlines, the true value of AI happens behind the scenes. AI in influencer marketing isn’t about replacing human influencers with robots. It’s about using machine learning, natural language processing, and predictive analytics to automate influencer discovery, evaluate audience quality, predict performance, detect fraud, and measure business impact.

Global influencer marketing spend will reach nearly $33 billion in 2025, yet a significant portion of that budget goes to waste. As early as 2019, influencer fraud—including fake followers, bot engagement, and inflated metrics—cost brands an estimated $1.3 billion annually, roughly 15% of total spend at the time. With the market more than doubling since then, the financial risk tied to fake engagement, poor targeting, and weak measurement has only grown.

A bar chart showing the growth of the global influencer marketing industry, from $1.7B in 2015 to a projected $33B in 2025 (Source)

That’s why AI matters. It replaces manual scrolling, gut instinct, and surface-level metrics such as follower counts with data-driven decision-making. Instead of guessing, brands can now use AI to predict and prove the ROI of their influencer marketing campaigns.

Which creators truly influence buying behavior, not just likes?

Which audiences are real, engaged, and relevant to the brand?

Which partnerships are most likely to drive returns before committing any spend?

How AI helps brands scale smarter, not harder 

AI doesn’t just make influencer marketing faster. It makes it scalable without increasing headcount or manual work.

Here’s how AI optimizes the entire influencer marketing workflow:

Faster creator discovery at massive scale: Instead of manually reviewing hundreds of profiles, AI-powered social media marketing tools can scan millions of creators in seconds. They filter by audience demographics, content themes, sentiment, past performance, and brand alignment.

Predictive performance (not guesswork): AI models use historical engagement and audience behavior to forecast reach, conversions, and ROI. This allows marketers to stress-test campaigns before launch, not after committing the spend.

Automated operations across the entire campaign lifecycle: AI automates outreach, contracts, approvals, content scheduling, compliance, and payments, removing the bottlenecks that typically cap influencer programs at a small scale.

Real-time optimization: AI continuously monitors live performance signals—like engagement velocity, audience sentiment shifts, and content fatigue—so brands can adjust creators, content, and spend while the campaign is still running.

Why influencer marketing depends on quality data

AI is only as good as the data feeding it. In influencer marketing, poor-quality data directly leads to wasted budget. Fake followers, inflated engagement, and misaligned audiences train systems to optimize for signals that don’t reflect real buying behavior. 

Technical research on “crowdturfing,” in which fraudsters pay real humans with social media accounts to artificially generate engagement, demonstrates how sophisticated fraud has become. A 2022 large-scale academic study found that for some mega-influencers, artificial tactics comprised over 20% of total engagement.

This is why influencer marketing can’t rely on creator metrics alone. It needs a broader data context: how people talk about the brand across social platforms, how sentiment shifts after campaigns, whether visibility translates into genuine interest, and how influencer content fits into the broader media and consumer landscape. 

This is where AI-powered platforms like Meltwater step in. Instead of judging influencer performance in isolation, Meltwater connects creator activity with real-world signals. You can discover creators who align with your brand and assess whether visibility translates into demand, preventing wasteful spending.

AI in influencer marketing helps you find the right creators faster, ensure content alignment, and run campaigns with less friction and greater control. Instead of juggling discovery tools, spreadsheets, email threads, and manual checks, marketers can now manage the entire workflow with data-backed automation.

Smarter influencer discovery with audience insights 

AI improves influencer discovery by moving beyond popularity to help brands find creators who actually influence the right buyers. This shift is critical because industry data consistently proves that follower count rarely correlates with sales impact. 

In fact, marketing analytics research confirms that micro- and mid-tier creators often outperform mega-influencers in conversion rates and trust, despite commanding smaller audiences.

Instead of filtering by follower count alone, AI:

Reviews past content performance, not just recent viral spikes

Analyzes what topics the creator posts about, not just what their bio claims

Compares who follows the creator against who the brand wants to reach

Checks whether engagement looks natural or manufactured

For example, instead of paying premium rates for a wellness influencer with 2 million followers spread across unrelated interests and regions, AI can surface a smaller creator whose audience is 70%–80% aligned with your target market. This compatibility leads to higher saves, clicks, and conversions—not just likes.

This is where influencer marketing platforms like Meltwater prove essential. Instead of relying on guesswork to determine which creators drive results or taking self-reported stats at face value, Meltwater uses AI scoring to automatically rate each influencer based on real signals. These include how many real people they truly reach, audience authenticity, geographic location, and how closely their content matches your brand’s topic. 

This turns influencer discovery into a precision strategy based on buyer relevance, not popularity.

Meltwater influencer dashboard displaying metrics for true reach, audience authenticity, engagement, and brand safety (Source)

Tour our influencer marketing platform for free!

Automated campaign management and content matching

Once you select creators, AI helps keep campaigns moving without constant manual coordination. It automates much of the operational side of influencer marketing, including:

AI also optimizes content matching by identifying which creators are most effective for specific campaign goals, platforms, or audience segments. Instead of assigning content based on guesswork, marketers can match creators to formats, topics, and timing based on historical performance and audience response.

This reduces delays, limits back-and-forth, and makes it easier to scale campaigns without increasing workload.

Fraud detection and brand safety powered by AI 

With nearly 60% of brands encountering influencer fraud, vetting creators is high-stakes. Some influencers go to great lengths to inflate follower counts and manipulate engagement rates to secure better brand deals. 

AI spots these, and other tactics, before they burn through your budget—or your reputation.

Sudden, unnatural follower or engagement spikes

Engagement that doesn’t match the audience size

Repeated patterns seen in known fraud networks

Beyond fraud, brand safety now means more than just asking, “Is this creator offensive?” AI checks for risky content themes, past posts that conflict with your values, and inconsistent behavior across platforms. 

To combat influencer fraud, platforms like Meltwater apply verification layers before brands commit budget. Instead of guessing who is trustworthy, teams can verify audience authenticity, benchmark engagement against the norm, and confirm whether the creator’s content environment is safe for long-term brand association.

What Should You Look for in AI Tools for Influencer Marketing and ROI Measurement?

Most influencer marketing tools stop at discovery. They find creators but leave you guessing if the campaign actually worked. That creates a measurement gap. Brands can track activity (likes, views, comments) but struggle to connect influencer spend to tangible outcomes like brand lift, traffic, or revenue.

The right AI tool closes that gap by turning influencer marketing into a measurable performance channel. Instead of wondering if a post drove engagement, brands can measure whether the campaign changed customer perception, drove qualified traffic, and influenced buying behavior. 

Here’s everything you should look for in an AI tool for influencer marketing:

Comprehensive influencer discovery and audience intelligence

A 2023 peer-reviewed study on influencer credibility found that trustworthiness, expertise, and authenticity drive purchase intention far more than follower count. Performance depends on whether the audience actually trusts the creator and matches the brand’s target customer, not on follower size. 

That’s why the first thing to look for in an AI influencer platform is whether it provides real visibility into a creator’s audience, not just their profile stats. 

A strong tool to find the right influencers for your brand reveals:

Whether those followers are real and active

Whether their interests match your category

How aligned the creator’s content is with your topic

This helps teams avoid choosing a creator who looks perfect on paper but reaches the wrong people.

Meltwater’s Klear solves this by combining influencer data with audience intelligence in one place, allowing you to verify authenticity, demographics, topical relevance, and true reach before committing to a budget.

Meltwater AI influencer profile displaying an influence score, true reach, and cross-platform audience metrics (Source)

Reliable fraud detection and brand safety features

Even the best-looking influencer profiles can mask fake engagement, unsafe content, or audiences that don’t match your brand. A good AI tool should help you avoid partnerships that could damage trust or waste money.

Key safety features for an AI tool should include:

Audience authenticity checks: Flags suspicious follower spikes, unusual engagement patterns, or signs of bots or pods

Content risk alerts: Surfaces posts containing risky themes or custom keywords that conflict with your brand values

Behavior monitoring: Tracks posting and audience patterns over time to spot inconsistencies or red flags early

Meltwater’s AI-powered detection automates these protections by running instant background checks, so teams can quickly confirm whether an influencer is trustworthy and aligned before moving forward.

Meltwater brand safety dashboard shows metrics for audience authenticity, suspicious engagement, pods, and explicit language (Source)

Automated campaign management and performance tracking

Once partnerships begin, teams often spend hours on manual tasks such as tracking deliverables, collecting posts, managing approvals, logging campaign data, and updating spreadsheets.

AI-driven influencer management tools reduce this workload by automating these repetitive tasks. 

Automated content capture: Pulls in content automatically as creators post

Deliverable tracking: Monitors deadlines without manual reminders

What is AI in Influencer Marketing? (And How it Works)

From the rise of “AI slop” to the plague of the “6 7” meme, 2025 was full of digital communication evolutions worth watching. Arguably, though, no other cultural signifier demonstrates how digital language is changing quite like our beloved emojis. As 2025 comes to a close (🎉), let’s take a look at which of these expressive icons got the digital world typing, clicking, and sharing most. 

The Meltwater Blog

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