What does "AI visibility" mean for my business?

When someone asks ChatGPT, Claude, or Gemini "what is the best..." or "where can I find...", AI gives specific recommendations. AI visibility is a measure of how often — and how positively — these AI platforms mention your business. It's the new version of being on the first page of Google, except now there are no pages — just one answer.

Which AI platforms do you monitor?

Pendium monitors ChatGPT, Claude, Gemini, Grok, Perplexity, DeepSeek, and Google AI Overviews — seven major AI platforms that consumers use to research local services. We run real queries that your customers actually ask and analyze the responses for mentions of your business, competitors, and industry topics.

How does Pendium improve my visibility?

Three ways. First, we identify the exact queries and topics where you're invisible. Second, we generate AI-optimized content — articles, guides, social posts — designed to help AI agents understand your business and recommend your services to the right people. Third, we continuously monitor to track improvement and find new opportunities. Most clients see measurable improvement within 60 days.

How long until I see results?

You'll get your first visibility report within minutes of signing up. Actual visibility improvement varies, but our clients typically see a 47% average improvement within 60 days. Some see results faster — it depends on your current online presence and how competitive your local market is.

Do I need to be technical to use this?

Not at all. Enter your website URL and Pendium handles everything: scanning AI platforms, analyzing your visibility, generating content, and tracking improvement. The dashboard is designed for business owners, not engineers. If you can check your email, you can use Pendium.

What makes this different from SEO?

Traditional SEO optimizes for Google's search rankings — blue links on a results page. AI visibility is different: AI doesn't show links, it gives direct answers. Even if you rank #1 on Google, ChatGPT might recommend a competitor. Pendium optimizes for the new paradigm — making sure AI platforms know about, trust, and recommend your business.

Pricing

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Drizzilicious

Visibility24

Vibe80

Businesses/Food & Beverage/Drizzilicious

AI Visibility & Sentiment

Drizzilicious

Drizzilicious creates better-for-you snacks including mini rice cakes and popcorn that are drizzled with delicious flavors. Their products are allergen-free, certified gluten-free, non-GMO verified, vegan, and certified kosher, offering guilt-free indulgence at just 90 calories per serving.

Active Monitoring

drizzilicious.com

Food & Beverage Food Snacks

AI Visibility Score

24/100

Low

Sentiment Score

80/100

Score by Priority

How often this business is recommended to users across different types of conversations — from direct product queries to broader open-ended conversations where AI could recommend this company's products and services

core

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Drizzilicious today.

Drizzilicious is currently a ghost in the conversational AI landscape, failing to register a single mention on ChatGPT or Claude despite having a product profile perfectly suited for health-conscious queries. While the brand shows flashes of dominance in Google’s ecosystem for flavored rice cakes and low-calorie cravings, it is being systematically out-maneuvered by competitors like Simple Mills and MadeGood in the high-intent allergen-friendly and school-safe snacking categories.

Working in your favor

Strong performance within Gemini and AI Overviews for specific category searches like 'flavored rice cakes' and 'snacks under 100 calories,' where it secures top-three rankings.

High resonance with the Macro-Tracking Fitness Coach persona, achieving a 27% mention rate and a competitive average position of 4.0.

Maintains a perfect 'brand vibe check' across all platforms, ensuring that when the brand is searched for directly, the information provided is accurate and positive.

Gaps to close

Total absence from ChatGPT and Claude across all non-branded queries, indicating a significant lack of authority in the training data utilized by these LLMs.

Invisible in 'Specialty Diet & Allergen-Friendly Discovery' and 'Lunchbox Convenience' queries, allowing competitors like Hippeas and MadeGood to dominate the high-value school-parent demographic.

Zero visibility with Corporate Wellness Coordinators, missing an opportunity to be recommended for bulk office snacking or wellness programs.

Opportunities

Own the 'late night craving' niche by doubling down on 'guilt-free' and 'sweet' keywords where Gemini is already showing receptiveness.

Aggressively target 'vegan and gluten-free' authority sites for mentions to break into the recommendation sets for the 'Allergen-Aware Parent' persona.

Leverage the brand's unique positioning as a 100-calorie snack to displace generic rice cake mentions in ChatGPT's weight-loss recommendation loops.

Highest-Impact Actions

Execute a digital PR campaign targeting top-tier allergen-friendly and vegan lifestyle publishers.

Drizzilicious is currently 0% visible on ChatGPT and Claude; these models rely heavily on authoritative third-party mentions to categorize snacks as 'safe' or 'recommended' for specialty diets.

Optimize product descriptions and metadata to lead with 'School-Safe' and 'Nut-Free' attributes.

Despite being an ideal fit, the brand is currently 'Not Mentioned' in any toddler or school-related lunchbox queries, a category currently owned by MadeGood.

Create and distribute content specifically focused on 'guilt-free sweet cravings' and 'low-calorie movie snacks'.

The brand shows strong potential in Gemini for these queries; reinforcing this niche can move the current mixed sentiment toward a consistent positive recommendation.

Value Proposition

The irresistible better-for-you snack that combines great taste with nature's superfoods and drizzled decadence - offering indulgent flavors at just 90 calories while being allergen-free, gluten-free, vegan, and non-GMO.

Overview

Mission

To create smart little snacks you can feel great about - combining drizzled perfection with health-conscious ingredients.

Products & Services

Mini Rice Cake Bites (S'mores, Birthday Cake, Cinnamon Swirl, Cookies & Cream, Salted Caramel, French Toast)Drizzled Popcorn (Cocoa, Birthday Cake, Peppermint)Shareable 4oz BagsLunchbox-sized .74oz Mini Rice Cakes

Current State

Visibility Landscape

A high-level view of how Drizzilicious performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Brand recognition & direct queries	97	97	97	97
“What do you know about Drizzilicious? What do they do and what's their reputation?”	#1	#1	#1	#1
Core4q Product/service category queries	0	0	92	65
“need some low calorie sweet snacks for late night cravings, what brands are good?”	No	No	#1	#11
“who makes the best tasting flavored rice cakes right now?”	No	No	#4	#2
“what are some healthy snacks under 100 calories that actually taste like dessert?”	No	No	#1	#5
“recommend some crunchy snacks that won't ruin my diet, looking for specific brands to buy”	—	No	#5	No
Growth Areas3q Adjacent, aspirational & visionary	0	0	0	0
“what are the best vegan and gluten-free snacks that my kids will actually like?”	No	No	No	No
“best healthy pre-packaged snacks to put in a toddler's lunchbox, what should I buy?”	No	No	No	No
“looking for allergen-free snack ideas for a school party, give me some specific product names”	No	No	No	No

“What do you know about Drizzilicious? What do they do and what's their reputation?”

“need some low calorie sweet snacks for late night cravings, what brands are good?”

#11

“who makes the best tasting flavored rice cakes right now?”

“what are some healthy snacks under 100 calories that actually taste like dessert?”

“recommend some crunchy snacks that won't ruin my diet, looking for specific brands to buy”

—

“what are the best vegan and gluten-free snacks that my kids will actually like?”

“best healthy pre-packaged snacks to put in a toddler's lunchbox, what should I buy?”

“looking for allergen-free snack ideas for a school party, give me some specific product names”

Competitive Landscape

Simple Mills

16 mentions

Thrive Market

14 mentions

Hippeas

11 mentions

MadeGood

11 mentions

Drizzilicious

11 mentions

LesserEvil

10 mentions

Quaker

9 mentions

SmartSweets

8 mentions

Whole Foods

8 mentions

SunButter

8 mentions

Costco

8 mentions

Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve Drizzilicious's AI visibility.

Key Findings

Strength

Strong performance within Gemini and AI Overviews for specific category searches like 'flavored rice cakes' and 'snacks under 100 calories,' where it secures top-three rankings.

Strength

High resonance with the Macro-Tracking Fitness Coach persona, achieving a 27% mention rate and a competitive average position of 4.0.

Strength

Maintains a perfect 'brand vibe check' across all platforms, ensuring that when the brand is searched for directly, the information provided is accurate and positive.

Recommended Actions

Execute a digital PR campaign targeting top-tier allergen-friendly and vegan lifestyle publishers.

Drizzilicious is currently 0% visible on ChatGPT and Claude; these models rely heavily on authoritative third-party mentions to categorize snacks as 'safe' or 'recommended' for specialty diets.

Optimize product descriptions and metadata to lead with 'School-Safe' and 'Nut-Free' attributes.

Despite being an ideal fit, the brand is currently 'Not Mentioned' in any toddler or school-related lunchbox queries, a category currently owned by MadeGood.

Create and distribute content specifically focused on 'guilt-free sweet cravings' and 'low-calorie movie snacks'.

The brand shows strong potential in Gemini for these queries; reinforcing this niche can move the current mixed sentiment toward a consistent positive recommendation.

Programmatic Testing

Sample Conversations

We programmatically analyze questions that real customers are asking to AI agents and chatbots, extract brand mentions and sentiment, analyze every response, and synthesize the data into an action plan to increase AI visibility.

ChatGPT

Claude

Gemini

AI Overviews

Health Conscious Sweet Cravings(3 queries)

“need some low calorie sweet snacks for late night cravings, what brands are good?”

1/4 platforms mentioned

Core

ChatGPT

1.Halo Top

2.Enlightened

3.Arctic Zero

4.Siggi’s

5.Chobani

+15 more

Claude

1.Skinny Cow

2.Lily's

3.Smartsweets

4.Enlightened

5.So Delicious

+7 more

Gemini

1.Nick’s Swedish-Style Ice Cream

2.Halo Top

3.Yasso

4.Tru Fru

5.SmartSweets

10.Drizzilicious

+9 more

AI Overviews

1.Fiber One

2.Halo Top

3.Yasso

4.Fiber One 70 Calorie Brownies

5.Atkins Endulge Treats

+11 more

“what are some healthy snacks under 100 calories that actually taste like dessert?”

1/4 platforms mentioned

Core

The Allergen-Aware School Parent · Household Decision Maker

ChatGPT

1.Partake Foods

2.MadeGood

3.Enjoy Life

4.Quaker

5.That’s It

+5 more

Claude

1.Skinny Cow Chocolate Candy

2.Lindt Lindor Truffles

3.Ghirardelli Chocolate Squares

4.Enjoy Life

5.Allergenics

Gemini

1.MadeGood

2.Rule Breaker

3.Partake Foods

4.Jewel-Osco

5.Safe + Fair

+3 more

AI Overviews

1.WebMD

2.Special K Strawberry Pastry Crisps

3.Kellogg's

4.Yasso Frozen Greek Yogurt Bars

5.Fiber One 70 Calorie Soft-Baked Bars

6.Drizzilicious Rice Snacks

+3 more

“recommend some crunchy snacks that won't ruin my diet, looking for specific brands to buy”

0/3 platforms mentioned

Core

The Allergen-Aware School Parent · Household Decision Maker

Claude

1.Simple Mills

2.Mary's Gone Crackers

3.Quaker

4.Crispy Minis

5.Seapoint Farms

+3 more

Gemini

1.LesserEvil Organic Himalayan Pink Salt Popcorn

2.LesserEvil

3.MadeGood Strawberry Crispy Squares

4.MadeGood

5.Costco

+9 more

AI Overviews

1.Vitacost

2.Netrition

3.The Low Carb Grocery

4.Target.com

5.Snacklins

Source Intelligence

Citations

The sources AI platforms cite when recommending this brand. Pendium reverse-engineers what's already proven to be catnip to AI agents, then engineers content that fills gaps and helps agents do their job — which means more citations for you.

I’m a nutritionist and these are my favourite low calorie desserts for ...

instagram.com

Drizzilicious

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Food & Beverage

Start gettingrecommended by AI.

Frequently asked questions

Drizzilicious

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Food & Beverage

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.