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Generative AI is everywhere now. You see it in content, campaigns, customer experiences, and even internal workflows. It promises speed, scale, and efficiency, but there’s a harder question sitting underneath all that progress; Do your audiences actually trust it?

Trust in the Age of AI: What Consumers Really Think About AI Generated Content

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

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

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

Digital marketers aren’t just tasked with creating and executing their campaigns. They also need to prove — to themselves and their superiors — that their efforts were worthwhile. If you have good marketing campaign measurement tools, this final campaign phase comes much easier.

Every digital marketing campaign leaves a trail of breadcrumbs behind that let you know how it performed. Those breadcrumbs (or marketing metrics) help you decide what worked and what didn’t.

Your mission is to find a KPI to measure marketing campaign outcomes. From there, you can use your findings to improve future campaigns.

Read on for the best marketing measurement tools for the job.

What are marketing campaign measurement tools?

Why are marketing campaign measurement tools important?

The top marketing campaign measurement tools in 2026

What to look for in a marketing campaign measurement tool

Enhancing your marketing campaign measurement with Meltwater

FAQs about Marketing Campaign Measurement Tools

Tip: Learn more about campaign measurement in general and how to measure digital marketing campaigns.

Marketing campaign measurement tools are platforms that track, analyze, and report on the performance of marketing campaigns across channels.

Centralizing your metrics in a single platform helps you focus on what’s important. You can track all of your most important metrics in a single view, then dive deeper into each one, and optimize for future initiatives. 

Why are marketing campaign measurement tools tmportant?

Marketing campaign measurement tools are essential for understanding what’s working and what’s not working.

Connect campaigns directly to business outcomes and ROI

Identify which channels and tactics drive the best results

Optimize campaigns in real time based on performance data

Benchmark performance against competitors and past campaigns

Without proper measurement, it’s nearly impossible to scale successful marketing strategies.

As the world of marketing evolves, so do the ways we measure the success of our campaigns. Marketing campaign measurement tools matter because they allow businesses to track how effective their marketing efforts are. With better insights into your marketing KPIs, you can make necessary and impactful adjustments to get better results in the future.

Not only do marketing campaign measurement tools help businesses understand their own performance, they also provide valuable insights into the effectiveness of their competition. Keeping tabs on what's working (and what's not) allows businesses to stay one step ahead of the competition.

Tip: download the Marketers Guide to Unified Reporting and the Social Listening for Benchmarking guide for a more in depth look at how marketers can demonstrate success and measure against competitior.

The top 9 digital marketing campaign measurement tools

Building your digital marketing campaign measurement toolkit starts with knowing what success looks like to you. From there, you can decide which marketing campaign measurement metrics to track, then choose tools to simplify the process. 

Here are some of the top tools to measure marketing ROI and propel your campaigns forward.

The Meltwater Media Intelligence platform helps brands collect insights from across the web. It tracks mentions, topics, and conversations across podcasts, social media, news outlets, blogs, and other sources to help you see how your brand performs across channels.

Media monitoring: Track campaign-driven mentions across news, social, and digital channels in real time

Social listening: Measure audience sentiment and conversation trends tied to campaigns

AI-powered insights: Surface patterns and performance drivers across campaign data

Custom dashboards: Visualize campaign reach, engagement, and impact in one unified view

Competitive benchmarking: Compare campaign share of voice against competitors

Best for: Mid-sized to enterprise teams measuring campaign impact across earned media and social channels

For example, if you’re running a brand awareness campaign, Meltwater's media monitoring tool can help you monitor brand growth and measure your brand awareness.

All of these data-driven insights go well beyond one-off sales. They show that your brand has staying power with its core audience. Plus, you can collect these insights on an ongoing basis, not just with single campaigns.

Google Analytics is the quintessential analytics service that provides insights into your website traffic and marketing effectiveness. More than just a simple hit counter, Google Analytics lets you measure your return on investment, track your goals, and understand your customers' behavior.

Website analytics: Measure campaign-driven traffic, engagement, and on-site behavior

Event tracking: Track conversions and key actions tied to campaign goals

Attribution reporting: Identify which channels and campaigns drive results

Google integrations: Connect ad campaigns directly to performance outcomes

Custom reporting: Build dashboards to monitor campaign KPIs and trends

Best for: Businesses of any size tracking website performance and conversion outcomes from campaigns

Google Analytics helps you understand how people find and use your site so that you can keep them coming back. See how many people are finding you through various channels, then build a new tactic into your marketing plan to get more traffic from those channels.

There are many other web analytic tools available, but Google Analytics has several advantages. First of all, it's completely free. It integrates well with other Google products, such as AdWords and Gmail. Also, it provides an enormous amount of data and analysis options.

This powerful backlink analysis tool helps you see how your authority is growing online. Backlinks are testaments that other websites have found your content valuable and helpful. These links also provide free traffic to your website from search engines, plus they can help improve your organic search rankings by acting as quality signals.

Keyword tracking: Measure search visibility and rankings driven by SEO campaigns

Competitive analysis: Benchmark campaign performance against competitors in search

Backlink analysis: Track authority and referral impact generated by campaigns

Site audits: Identify issues impacting campaign-driven organic performance

Content research: Evaluate which campaign topics drive the most search traffic

Best for: SEO and content teams measuring organic campaign performance and search impact

As you’re investing in digital content creation, monitoring your backlink performance is a must. Ahrefs offers helpful backlink data and helps you track your rankings over time.

In addition, you can run site audits to help you optimize your content for even better organic performance. Optimization allows you to capture free organic traffic via search, which may help you reduce your reliance on paid ads.

You work hard enough to drive traffic to your website. The last thing you want to do is chase those leads away with a poor user experience. That’s where Hotjar comes in handy.

Heatmaps: Analyze how users engage with campaign landing pages

Session recordings: Identify friction points impacting campaign conversions

On-site surveys: Collect feedback from users interacting with campaigns

Funnel analysis: Track where users drop off in campaign conversion paths

Feedback tools: Capture qualitative insights on campaign experience

Best for: UX and marketing teams optimizing campaign landing pages and conversion performance

Hotjar provides an easy way to see what users are doing on your site. With heatmaps, you can see where users are clicking and how far they scroll down the page. This data can help to add context to things like bounce rate and conversion rate. Use this information to improve the user experience on your site.

This marketing measurement tool also offers session recordings, which show you how individual users interact with your site. This can be helpful for identifying problem areas on your site or for seeing how users react to new features.

Mixpanel is a marketing measurement tool that shows you how people are using your site or app, what features they’re using the most, and where they’re coming from.

Event-based analytics: Track user actions driven by campaigns across digital products

Funnel analysis: Measure conversion rates across campaign touchpoints

Top solutions for tracking performance, attributing results to marketing efforts, and data-driven ROI reporting. 

The Top Marketing Campaign Measurement Tools, 2026

AI Search has Become a New Reputation Layer

LinkedIn Dominates Tech, Professional Services, FinTech and Marketing

The AI-Citable Content Recipe is Repeatable

Buyer-Intent Content Formats Top Citation Rankings

Third-Party and User-Generated Sources Have an Edge

Fresh, Original Content Creates More Opportunities

Your Practical Visibility Playbook for LinkedIn

The AI Brand Visibility Goal: Become the Answer


AI is changing how decisions get made, and our new research with LinkedIn shows exactly how brands are (and aren’t) appearing in the answers that matter. In this post, we break down the key findings, and you can download the full report, How LinkedIn Content Wins in AI Search, for a deeper look at the research. 

AI is reshaping search. Instead of scrolling through links, users now get instant, synthesized answers—driven by models that decide what sources to trust and what information to surface.

For marketers, that changes the game. Visibility is no longer just about ranking in search—it’s about showing up in the answers themselves. 

LinkedIn is a leading citation source in AI search

YouTube is the most cited source in our analysis at 1.52%, followed by LinkedIn with 0.53% of citations.Other cited platforms include: Reddit (0.44%), Capterra (0.38%), Medium (0.21%).

Citation Share is the proportion of times a brand, website, or source is cited by AI-generated responses compared to competitors within a given topic or query set. Because this research used millions of prompts and  AI cites such a vast range of different websites, even the most commonly cited can appear to have a low citation share percentage, despite being cited far more than others.

If your category conversations are happening on LinkedIn but your experts are not publishing there, AI tools may learn from competitors, customers, analysts, or independent creators instead.

LinkedIn Dominates Tech, Professional Services, FinTech and  Marketing

Our research shows LinkedIn performing especially well when questions are professional, technical, or decision-driven. 

LinkedIn ranked in the top 5 in citations for B2B searches across key industries, including  Technology & SaaS, Consulting and Professional Services, Financial Services and Fintech, Marketing & Advertising, and HR & Talent.

LinkedIn has more than 1.3 billion members, including executives, analysts, recruiters, consultants, technologists, and domain specialists who explain how their industries work, making it fertile ground for AI platforms seeking expert sources.

Within 14 business categories, LinkedIn is a top-five ranked domain in AI citations. 

<table class="table-primary">

  <thead>

    <tr>

      <th>Category</th>

      <th>Rank</th>

      <th>Category</th>

      <th>Rank</th>

    </tr>

  </thead>

  <tbody>

    <tr>

      <td>AI &amp; Data Science</td>

      <td>#1</td>

      <td>HR &amp; Talent</td>

      <td>#3</td>

    </tr>

    <tr>

      <td>Marketing &amp; Advertising</td>

      <td>#1</td>

      <td>Legal &amp; Compliance</td>

      <td>#3</td>

    </tr>

    <tr>

      <td>Leadership &amp; Strategy</td>

      <td>#2</td>

      <td>Technology &amp; SaaS</td>

      <td>#3</td>

    </tr>

    <tr>

      <td>Sales &amp; Revenue</td>

      <td>#2</td>

      <td>E-commerce &amp; Retail</td>

      <td>#3</td>

    </tr>

    <tr>

      <td>Supply Chain &amp; Logistics</td>

      <td>#2</td>

      <td>Real Estate</td>

      <td>#4</td>

    </tr>

    <tr>

      <td>Consulting &amp; Prof Services</td>

      <td>#2</td>

      <td>Healthcare &amp; Life Sciences</td>

      <td>#4</td>

    </tr>

    <tr>

      <td>Financial Services &amp; Fintech</td>

      <td>#2</td>

      <td>Energy &amp; Sustainability</td>

      <td>#5</td>

    </tr>

  </tbody>

</table>

AI visibility strategies should start with the questions buyers ask, not the channels marketers prefer. For professional queries, LinkedIn is often cited in the answer.

Across the models analyzed, 75% of LinkedIn citations came from content posted by individual members, while 25% came from Company Pages. 

This makes intuitive sense because LinkedIn profile metadata includes signals such as title, company, and industry. When credible people write about their own domain (with examples, data, and specific details) the content gives AI models confidence that the source is grounded in real expertise.

While individual member content tends to get cited more often, balance is important. Well- managed Company Pages and a strong bench of individual employees regularly posting quality content will work in conjunction with boosting your brand’s AI visibility.

Corporate Communications teams have a leading role to play in brand AI visibility strategy. Subject matter experts, executives, practitioners, and customer-facing teams should be encouraged to publish in their own voices, Communications teams can guide them with coordinated messaging and best practices. 

AI visibility is not a pure popularity contest; you don’t need huge audiences or content that regularly goes viral. Models reward relevance, domain expertise, and credible content that’s easy to read more than they reward wide reach.

Build a bench, not a single influencer program. The strongest programs will help many credible employees own specific topics and publish consistently.

The top-cited LinkedIn articles share a surprisingly practical structure. They use bullets (100%), clear headings (92%), named entities (75%), quantitative data (67%), comparison frameworks (50%), and decision guidance (33%)- all exactly the kind of structure AI systems can parse, summarize, and cite.

The ideal article is not a vague thought-leadership essay, but much closer to a practical buyer guide: a clear question, a direct answer, criteria, ranked options or examples, a how-to-choose section, and an FAQ.

Treat LinkedIn Articles like an answer you will give to a question. Put the answer near the top. Use sections. Name the tools, companies, categories, and criteria. Add numbers. Make trade-offs explicit.

The highest-performing formats mirror the way people ask AI tools for help. 

Best X listicles appeared in 54% of the top-cited content

Educational explainers and thought leadership with data also appear, but pure opinion is less likely to be cited on its own.

That does not mean every brand should only publish listicles. It means that AI systems need content that directly supports decision-making, like: which options is best, how to evaluate a vendor, what criteria matter, what risks to consider, and how one approach compares with another.

Turn expertise into decision support. The closer your content is to a potential customer question, the easier it is for AI to use.

Looking at the broader citation landscape, User Generated Content (UGC) platforms, such as LinkedIn, Reddit, and YouTube, accounted for 47.5% of all AI citations, while peer review sites made up 15.0%, and company websites totalled 18.7%.

Company websites remain important, but AI tools often look beyond them for independent validation, practitioner detail, and real-world examples. LinkedIn sits at the intersection of those signals: professional identities, domain expertise, and publishable long-form context.

Your owned site is only one factor in the citation equation. Pair it with credible third-party proof, LinkedIn expertise, and influencer programs.

Plain text posts and articles made up 83% of cited content in the report. 

Rich media or videos can help engagement, but citation visibility depends heavily on written clarity and the associated post. AI systems need words, structure, entities, and numbers they can retrieve and quote. Which LinkedIn content formats receive the most AI citations? 

This emphasizes that written, long-form expertise performs best in AI-driven citation systems. 

Do not let the production burden stop your experts from publishing. A sharp text post or structured LinkedIn Article can be more AI-visible than a highly produced asset with little extractable substance.

The report found that 72% of AI-cited content was original, not reshared. It also found that 48% of cited content was published in the previous three months, offering a strong rationale for consistency and recency.

Repurposing still has a role, but reposting alone is not enough. The best AI visibility programs will create original content, on a predictable cadence, that answers questions. The key is to continuously refresh the content as categories, tools, and questions evolve.

Assign publishing cadence by topic owner. A practical starting point is two to three posts per week per expert, supported by editorial templates and data inputs.

Start by auditing the answer space to understand what your buyers are asking AI. Identify 25–50 high-intent prompts related to your category, including queries like “best,” “compare,” “how to choose,” “what is,” “pricing,” “risks,” and “implementation.” Ideally, you should track a broader range of prompts - Meltwater GenAI Lens can help you scale up. 

Next, map topic ownership across your organization by pairing each prompt cluster with a credible internal expert. Focus on individuals with hands-on, real-world experience rather than relying solely on seniority or job title.

Build content around concrete proof points so it’s easy for AI systems to recognize and use your insights. Each brief should clearly define the target question, provide a direct answer, and include named entities, evaluation criteria, examples, data points, and a recommended article structure.

Publish content in both long-form and short-form formats to maximize visibility. Use LinkedIn Articles to create durable, structured assets that answer key questions, and complement them with feed posts that summarize the main argument, add timely perspective, and drive readers to the full piece.

Remember that LinkedIn is a powerful citation vector, but it’s only one part of the puzzle. You need to build an earned media strategy that will make sure AI finds your messaging everywhere, strengthening your brand authority and trust. LinkedIn content should form a core component of any broader comms campaign. 

Finally, measure performance on a monthly basis to refine your strategy. Track metrics, such as citation counts, domain rank, differences across AI models, and which prompts surface your content, then double down on the formats, contributors, and topics that consistently perform best.

For continuous updates on driving LLM visibility with LinkedIn, bookmark this post.

Meltwater’s GenAI Lens can streamline this entire process, giving you metrics, insights and recommendations to improve your citations - see it in action!!

AI is changing brand discovery from a search-results game into an answer-trust game. The brands that win will optimize both their Company Page and expert voices. They will make their expertise easy for AI systems to discover, consider, and cite.

LinkedIn's role in the report is a signal of that shift. The platform wins because real members are going there to explain their work and have professional conversations, in a public forum. For marketers, the opportunity is to organize that expertise into a repeatable AI visibility program.

The next time a buyer asks AI what they should do, which vendor to consider, or how to evaluate a category, your goal is simple: do not just be mentioned. Become the answer.


Using Meltwater GenAI Lens we analyzed 9.5 million AI citations across six major AI Platforms: 

The study ran thousands of test prompts across B2B categories— including AI, Data Science, Marketing, Leadership, HR, Sales, Supply Chain, Professional Services, Financial Services, and more— then tracked which domains and URLs appeared in generated answers.

Throughout this article, citation means a website domain or URL referenced by an AI model in a generated response. Domain rank refers to the position of a domain among all cited sources for a given prompt or model. Citation share is the percentage of total citations that reference LinkedIn.

GenAI Lens is Meltwater’s AI visibility monitoring platform that tracks how large language models describe your brand, products, and competitors. It helps PR and marketing teams analyze sentiment, sources, and trends in AI-generated responses so they can manage reputation, spot risks, and shape their brand narrative in AI-driven search. 


Why is LinkedIn content showing up so often in AI-generated answers?

AI systems prioritize content that demonstrates clear expertise, real-world experience, and structured information. LinkedIn excels here because it combines professional identity signals (titles, companies, industries) with detailed, practitioner-led content, making it highly “trustable” for AI citation.

Do I need a large following on LinkedIn to be cited by AI?

9.5M AI citations analyzed: How LinkedIn content wins AI search

AI is now a core part of modern marketing, not an emerging trend. Brands need to embrace AI-powered systems to remain at pace with competitors. 

Marketing teams use AI in a number of ways: to create content, analyze audiences, and optimize campaigns in real time — but adoption comes with new expectations around transparency and trust.

A new Meltwater report, in collaboration with YouGov, on the public perception of AI shows AI conversations have increased significantly, with mentions rising 53% year-over-year. So as companies ramp up their usage, it's important to remember that AI and it's permeation online are also on the consumer mind.

What are the benefits of AI in marketing?

The Meltwater Blog

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9.5M AI citations analyzed: How LinkedIn content wins AI search

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