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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?

A brand crisis rarely starts with a headline anymore. It might begin with frustrated customers posting screenshots on Reddit. A creator could call out a product issue on TikTok before customer support notices a pattern. Sometimes an AI-generated answer pulls together outdated articles and old complaints, putting them back in front of new audiences.

Communications teams now track more than press mentions. They need to understand how stories move between channels and how sentiment shifts after key events.

Media monitoring software has expanded to meet this new reality. The strongest platforms combine traditional media coverage with social listening, sentiment analysis, competitive intelligence, and reporting that executives can actually use.

What are the best media monitoring tools?

Comparison of the best media monitoring tools 2026

Market Conversation Analysis: Which Media Monitoring tools are leading the conversation?

Finding the best fit for your media monitoring needs

The best media monitoring tools in 2026 are:

Media monitoring tools track brand mentions across news outlets, social media, podcasts, blogs, forums, review platforms, and other online sources. Most platforms also include sentiment analysis, competitive tracking, automated reporting, and alert systems that help teams respond before a conversation gains momentum.

The right choice depends on how your organization operates. A global consumer brand managing communications in multiple regions faces different requirements than a startup with a lean marketing team. Features like broad media databases, multilingual reporting, affordability, and real-time social monitoring may play a role, depending on your needs.

Tip: Make sure you understand the basics of media monitoring before you jump into tool selection.

We evaluated each platform using criteria that matter most to modern communications and marketing teams.

Media coverage tells only part of the story. We looked at how well each platform tracks conversations across social networks, online communities, review sites, creator content, and emerging channels where audiences discuss brands well before journalists write about them.

Sentiment tools should do more than label mentions as positive or negative. We considered multilingual support, AI accuracy, customization options, and how well each platform handled nuanced conversations during product launches, campaign activations, and reputation challenges.

Executives need clear summaries and evidence that connects communications activity to business outcomes. We assessed dashboard quality, automated reporting, and export capabilities.

Most teams already work inside CRM platforms and collaboration tools. We reviewed how easily each solution fits into existing workflows.

Power matters, but usability matters too. We considered onboarding experiences, interface design, and how quickly teams can move from setup to actionable insights.

User feedback adds an important layer that feature lists cannot provide. We examined customer sentiment around support, reliability, and day-to-day operations.

Access to high-quality social data remains one of the biggest differentiators in media monitoring software. We evaluated the breadth of available sources and the depth of social analytics across each platform.

<table class="table-primary alternate-color">
  <thead>
    <tr>
      <th>Tool</th>
      <th>Best For</th>
      <th>Starting Price</th>
      <th>G2 Score</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>Meltwater</td>
      <td>Enterprise media intelligence</td>
      <td>Custom quote</td>
      <td>4.0/5</td>
    </tr>
    <tr>
      <td>Brand24</td>
      <td>Small and midsize businesses</td>
      <td>$149/month</td>
      <td>4.6/5</td>
    </tr>
    <tr>
      <td>Cision</td>
      <td>Traditional PR teams</td>
      <td>Custom quote</td>
      <td>4.0/5</td>
    </tr>
    <tr>
      <td>Mention</td>
      <td>Social-first marketing teams</td>
      <td>$49/month</td>
      <td>4.3/5</td>
    </tr>
    <tr>
      <td>Talkwalker</td>
      <td>Consumer intelligence programs</td>
      <td>Custom quote</td>
      <td>4.3/5</td>
    </tr>
  </tbody>
</table>

Meltwater brings media monitoring, social listening, consumer intelligence, and influencer marketing into one platform. It works the way real brands do, given how conversations rarely stay in one place.

Consider a retail company launching a new product line. Coverage from industry publications might drive the first wave of attention, but customer reactions can surface elsewhere. Influencers post reviews, consumers leave comments on Instagram, and discussion threads emerge in online communities. Teams that rely on disconnected tools spend valuable time stitching together what actually happened.

Meltwater gives communications teams a unified view across news outlets, social platforms, podcasts, broadcast channels, blogs, and online communities. Users can monitor competitors, measure sentiment shifts, and identify emerging issues before they spread across multiple channels.

The platform also supports organizations that need global coverage. Multinational brands can track conversations across markets without managing separate monitoring systems for different regions.

The Meltwater media monitoring tool is best for enterprise media monitoring teams and global brands that need broad coverage across earned, owned, and social channels.

<table class="table-primary alternate-color">
  <thead>
    <tr>
      <th>Plan</th>
      <th>Price</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>Enterprise</td>
      <td>Custom quote required</td>
    </tr>
  </tbody>
</table>

Enterprise pricing may not suit smaller teams

Some features require customized onboarding

<table class="table-primary alternate-color">
  <thead>
    <tr>
      <th>Metric</th>
      <th>Value</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>G2 Rating</td>
      <td>4.1</td>
    </tr>
    <tr>
      <td># Reviews</td>
      <td>3,139+</td>
    </tr>
  </tbody>
</table>

Social Listening Insights: What users are saying online

Users frequently highlight Meltwater’s accessible interface and AI-driven insights, which strengthen media monitoring and reporting. By bringing data together and surfacing practical findings, the platform helps teams simplify their workflows and make better-informed decisions. Cost is a recurring concern, particularly for smaller organizations.

“Great tools overall—thorough, deep, and genuinely insightful. The AI explorer is especially helpful for running searches quickly, saving them, and setting up email alerts, all within a single interface. I also really appreciate being able to create custom dashboards, which let me monitor my social activity and sentiment, along with competitors.” (Source)

“The sentiment analysis is confusing. It sometimes labels a consistently negative social post as positive, and sometimes does the opposite. Because of that, it ends up requiring manual curation to get reliable results. I realize other tools can have similar limitations.” (Source)

Brand24 focuses on straightforward online monitoring. Teams can set up projects quickly and start tracking mentions across social media, news sites, blogs, podcasts, and forums without lengthy implementation processes.

Companies that need fast answers rather than large enterprise deployments tend to see the most benefit. A regional restaurant chain, for example, can monitor customer reactions across review sites and Instagram after introducing a seasonal menu. Marketing teams get immediate feedback without building complex reporting frameworks.

Brand24 also includes AI-powered analytics that identify spikes in conversation volume and changes in sentiment. Those capabilities help smaller organizations spot issues before they become larger reputation problems.

Small and midsize businesses that want affordable media monitoring software with strong social listening features.

<table class="table-primary alternate-color">
  <thead>
    <tr>
      <th>Plan</th>
      <th>Price</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>Individual</td>
      <td>$199/month</td>
    </tr>
    <tr>
      <td>Team</td>
      <td>$299/month</td>
    </tr>
    <tr>
      <td>Pro</td>
      <td>$399/month</td>
    </tr>
    <tr>
      <td>Business</td>
      <td>$599/month</td>
    </tr>
    <tr>
      <td>Enterprise</td>
      <td>From $1,499/month</td>
    </tr>
  </tbody>
</table>

The strongest media monitoring platforms combine traditional media coverage with social listening, sentiment analysis, competitive intelligence, and reporting that executives can actually use.

Best Media Monitoring Tools in 2026: Top Platforms Compared

People are increasingly turning to AI models for practical advice, like how to spend less on everyday necessities like groceries. What we found is that the answers provided were unlikely to begin and end with a single store.

Instead, AI responses combine retailer recommendations with advice about making lists, buying in bulk, choosing store brands, using digital coupons, earning cash back, shopping sales, and avoiding impulse purchases. Grocery chains are competing for visibility not only against one another, but also against the apps, cards, products, and behaviors associated with saving money.

We used GenAI Lens, Meltwater’s AI visibility tracking capability, to examine how eight AI systems answered two grocery-savings prompts over a two-month period. The analysis reveals a closely contested retailer landscape, significant differences between models, and a source ecosystem where established financial publishers sit alongside social platforms and smaller lifestyle sites.

The results reveal a highly competitive AI visibility landscape that consistently emphasizes the tactics consumers can use to reduce grocery costs, rather than rewarding overall brand recognition alone.

No grocery retailer owns the default AI answer

Which grocery savings tips do AI models recommend most?

Why do apps, cards, and store brands outperform some retailers?

Which AI models are most likely to name grocery brands?

What language dominates AI grocery-savings advice?

Which sources shape AI grocery-savings answers?

How Meltwater GenAI Lens helps brands compete in AI-driven grocery-savings discovery

FAQ: AI visibility in grocery-savings recommendations

<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%;">Capability</td>
      <td style="padding:12px; border:1px solid #ccc;">GenAI Lens</td>
    </tr>
    <tr>
      <td style="padding:12px; border:1px solid #ccc; font-weight:bold;">Analysis window</td>
      <td style="padding:12px; border:1px solid #ccc;">June 1 – July 31, 2026</td>
    </tr>
    <tr>
      <td style="padding:12px; border:1px solid #ccc; font-weight:bold;">Data sources</td>
      <td style="padding:12px; border:1px solid #ccc;">
        Anthropic Claude, ChatGPT, DeepSeek, Google AI Mode, Google AI Overviews, Meta Llama, Perplexity, and xAI Grok
      </td>
    </tr>
    <tr>
      <td style="padding:12px; border:1px solid #ccc; font-weight:bold;">Prompts</td>
      <td style="padding:12px; border:1px solid #ccc;">“How do I save money while grocery shopping?”, “How to save money on groceries”</td>
    </tr>
  </tbody>
</table>


The analysis examined how eight generative AI systems responded to grocery-savings questions. Because the prompts asked how to save money, rather than asking which retailer is best, the results include shopping tactics, tools, cards, apps, and private-label products alongside grocery store recommendations. 

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

Leading retailers in AI grocery-savings answers

Consumers asking AI how to save money on groceries receive recommendations built around savings strategies, not just grocery chains. Across the two-month analysis period, no retailer emerged as a clear frontrunner recommendation. Instead, AI responses consistently tied retailers with the specific ways they help shoppers reduce costs, creating a competitive landscape where visibility depends on a brand's association with a particular savings tactic rather than overall market recognition.

Among the retailers analyzed, Aldi achieved the highest AI Visibility Score at 27%, followed by Lidl (19%), Costco (15%), Walmart (14%), and Kroger (14%). While Aldi leads the field, the relatively small gap between the top retailers reinforces the fact that grocery savings remains a highly competitive AI category, not dominated by a single brand.

Instead, retailer visibility depends heavily on whether the brand fits naturally within a specific piece of savings advice. Aldi and Lidl are associated with discount pricing. Costco appears in recommendations about buying in bulk. Walmart, Kroger, and regional grocers enter the conversation through their apps, coupons, and loyalty programs.

So, when it comes to this topic, AI is not simply ranking stores. It is answering a behavioral question. Consumers are asking how to reduce grocery costs, and LLMs are prioritizing examples that illustrate specific strategies. Retailers are a factor supporting those strategies rather than the primary focus of the recommendation.

Why this matters: The grocery-savings category remains open and contestable. Instead of pursuing generic recognition as the best grocery store, retailers can build a more defensible AI presence by becoming strongly associated with one recognizable savings behavior, such as discount pricing, bulk purchasing, digital coupons, or rewards.

The strongest retailer visibility is usually connected to a clear and repeatable reason to save.

Aldi and Lidl are the two most-visible retailers because their established discount positioning fits the prompt without requiring much additional explanation. The underlying AI content also groups them with Trader Joe’s as stores consumers can consider for lower-priced basics.

Their visibility shows the advantage of having a brand identity that already functions as a savings tactic. When the recommendation is simply to switch to a discount retailer, Aldi and Lidl are natural examples.

However, Aldi’s eight-point visibility lead over Lidl remains modest enough that the category cannot be considered settled.

Costco’s visibility is tied more directly to a particular shopping behavior.

AI responses regularly connect the retailer to buying non-perishable products and household staples in bulk. Sam’s Club appears in similar advice about reducing per-unit costs through warehouse-club shopping, even though it falls outside the top-10 mentions table.

This gives warehouse retailers a defined place within AI answers: they are not presented as the right option for every purchase, but as a specific solution for products that can be bought in larger quantities.

Apps and loyalty programs create another route to visibility

Walmart, Kroger, Safeway, and regional grocers appear in connection with digital coupons, store apps, and rewards programs.

In the underlying analysis, regional retailers including H-E-B and Randalls are named alongside Walmart as examples of stores offering digital coupons and rewards through their apps. The recommendation is not simply to shop at those retailers. It is to use a particular part of their savings infrastructure.

Why this matters: Brands need a specific answer to the question, “How does shopping with us help someone save?” A clear, well-documented tactic gives AI systems a reason to include the brand in an otherwise broad piece of advice.

In AI grocery-savings advice, the tool used to save can become more prominent than the store where the purchase happens.

Looking from a sentiment point of view rather than mention volume, the featured brands change significantly and different entities rise to the top. This view highlights the brands AI most strongly associates with helping consumers save money—notably it includes some non-store names. 

Regional grocers such as Raley's, Randalls, and Save Mart rise to the top in this view, alongside American Express, Kirkland, and Great Value. With AI Visibility Scores ranging from 55% to 80%, these brands outperform many of the retailers in the previous ranking—not because they're mentioned more often, but because they're repeatedly associated with practical ways to save.

The reasons for their visibility are highly specific:

Regional grocers appear as examples of loyalty-app and digital-coupon programs.

American Express is connected to a supermarket cash-back benefit.

Kirkland and Great Value appear as lower-priced alternatives to national name brands.

Ibotta and Rakuten function as direct savings mechanisms rather than shopping destinations.

In each case, the brand provides a worked example of a tactic. AI can therefore treat a cash-back card, coupon platform, private-label product, or regional chain as part of the answer to the same grocery-savings question.

That distinction reinforces a broader theme: AI isn’t treating “grocery savings” as a competition between retailers. It builds recommendations around the strategies that consumers can use to spend less and save more, rewarding visibility to any brand that helps illustrate those strategies. It’s a wide ecosystem rather than a narrow retail-only category.

Why this matters: "Grocery savings" represents an AI-discovery opportunity for a much wider group than national supermarket chains. Fintech companies, loyalty platforms, private-label brands, and smaller regional retailers can all earn significant visibility when their offering is closely tied to a concrete savings mechanism.

DeepSeek names the widest range of retailers

DeepSeek had the highest combined score across the 10 tracked grocery brands, approximately 26% ahead of the next-highest model.

Its strongest retailer scores included Aldi at 71%, Lidl at 66%, Kroger at 41%, Safeway at 33%, and Walmart at 27%. DeepSeek was particularly assertive about discount retailers, creating a significant portion of Aldi’s and Lidl’s overall advantage.

Grok ranked second across the tracked brand set, but it led individual retailers including Costco, Walmart, and Target, as well as savings platform Ibotta. Its Costco score of 44% was more than twice DeepSeek’s score for the retailer.

Google AI Overviews occupied a more moderate position across most brands but produced the highest score for Sam’s Club. Google AI Mode generally named retailers at low-to-moderate levels.

Claude and ChatGPT rarely recommend specific retailers

Claude and ChatGPT were the clearest outliers.

ChatGPT scored 0% for eight of the 10 tracked retailers. Costco, with a score of 5%, was its only meaningful retailer result in the set. Claude scored 0% for seven retailers, with only Aldi, Costco, and Sam’s Club registering.

These systems still provided grocery-savings advice, but their answers relied much more heavily on general behaviors and shopping principles than on brand recommendations.

Taken together, these differences underscore an important reality of LLM visibility strategy: AI visibility depends on which model a consumer uses. A retailer that appears prominently in one LLM may receive little or no visibility in another, even when the prompt is exactly the same. 

Why this matters: Consumers don't all use the same AI assistant, and different AI assistants don’t generate the same recommendations. Brands need model-level analysis to distinguish a general narrative gap from a platform-specific behavior.

Planning before entering the store is the most common theme in AI grocery-savings responses.

“Items” was the most prominent tracked term, with 1,900 mentions and 72% visibility. “Store” followed with 1,600 mentions and 66% visibility. “List” and “shopping” each generated approximately 1,300 mentions.

Together, these terms show that AI systems frequently begin with basic preparation: decide what to buy, make a shopping list, and approach the store with a plan.

More specific behaviors appear further down the ranking:

“Money on groceries” had the highest mention-rate score of any tracked phrase, at 56%. Although it had lower raw volume than the broad planning terms, it was used consistently when it appeared. “Impulse” was the smallest tracked topic but remained present throughout the two-month analysis window, indicating that avoiding unplanned purchases is a durable part of the AI savings narrative.

The language also varied by model. ChatGPT leaned most heavily into broad terms such as “store,” “items,” and “list.” Meta Llama placed more emphasis on behavior-specific terms including “money,” “stores,” and “bulk.” DeepSeek combined high usage of general shopping language with unusually strong volumes for “shopping” and “impulse.”

Why this matters: Grocery-savings content that clearly addresses shopping behaviors, such as buying in bulk, planning meals, or eliminating impulse purchases, may help brands align better with the language AI models consistently use when answering savings-related questions — thus increasing visibility and brand awareness.

AI grocery-savings advice draws on a mixed source ecosystem spanning major publishers, social platforms, aggregators, and smaller lifestyle sites.

Of the approximately 6,400 citation sources in the dataset:

44.9% were classified as Other, including aggregators and personal-finance or lifestyle blogs.

Interestingly, review sites represented a negligible share.

The mix reflects the nature of the question. Saving money on groceries sits at the intersection of personal finance, shopping, household management, and lived consumer experience. AI systems therefore draw from both professionally reported advice and community-led content.

The most-cited sources for grocery-savings advice

The Meltwater Blog

Best Media Monitoring Tools in 2026: Top Platforms Compared

How AI Recommends Saving Money on Groceries: Analysis of 8 Leading AI Models

Martech Consolidation: The Hidden Cost of Managing 10+ Tools

How to Use Meltwater to Identify Messaging Driving Engagement

AI Citation Optimization: How a Website Rebuild Drove a 73% Citation Increase

Best Online Reputation Monitoring Software 2026

How Marketing Teams Connect Campaigns to Revenue

What Is the Meltwater MCP? Lessons From Real AI Workflows

Conversations with Comms Leaders #8/9: Tom Roberts (Barratt Redrow)

Conversations with Comms Leaders #7/9: Tom Hunt (Antidote)

Conversations with Comms Leaders #6/9: Sara Palmbush (Fourthline)

Conversations with Comms Leaders #5/9: Michael Scheuer (Freudenberg)