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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SOMOS

Visibility28

Vibe97

Businesses/Food & Beverage/SOMOS

AI Visibility & Sentiment

SOMOS

SOMOS is an authentic Mexican food brand founded by three Mexicans on a mission to bring real, homemade-style Mexican cuisine to American households. They offer ready-to-heat products including cooking sauces, rice and beans, veggie entrées, and their signature Mexican Chili Crisp, all made with authentic recipes and plant-based, non-GMO ingredients.

Active Monitoring

somosfoods.com

Food & Beverage Beans Food

AI Visibility Score

28/100

Low

Sentiment Score

97/100

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 SOMOS today.

SOMOS has successfully dominated the Clean-Label Vegan Advocate persona with a staggering 63% visibility rate, yet it remains largely invisible to busy suburban parents. While Claude recognizes the brand as a top-tier premium leader with an average position of 2.0, SOMOS is currently missing from critical 'convenient weeknight meal' and 'pantry staple' conversations where competitors like Masienda and Siete are thriving.

Working in your favor

Exceptional performance with the Clean-Label Vegan Advocate persona (63% mention rate), particularly on Claude where the brand maintains an elite average position of 2.0.

Strong association with 'authentic Mexican' and 'premium' alternatives to legacy brands like Goya and Old El Paso in Gemini and AI Overviews.

High sentiment across all mentions, indicating that when AI platforms do recommend SOMOS, they do so with high confidence in its quality.

Gaps to close

Critically low visibility (8%) among Health-Conscious Suburban Parents, a key demographic for high-growth food brands.

Near-total absence in 'Convenient Healthy Weeknight Meals' and '10-minute dinner' queries, despite these being core product use cases.

Significant lag in ChatGPT mention rates (15%) compared to Gemini (48%), suggesting a lack of presence in the specific datasets ChatGPT prioritizes.

Opportunities

Capture the 'Quick Lunch' and 'Pantry Staple' narrative to move beyond the niche vegan label and into the broader healthy-convenience market.

Leverage the brand's success as an 'authentic alternative' to gain more real estate in AI Overviews, which currently shows high receptivity to SOMOS in this category.

Aggressively target the 'Suburban Parent' persona by seeding brand mentions in family-oriented meal planning and 'kid-friendly healthy hacks' content.

Highest-Impact Actions

Pivot digital PR and content strategy toward '10-minute meal' and 'healthy pantry staple' keywords.

SOMOS is currently failing to appear in convenience-based queries, which are the highest-intent searches for the food and beverage industry.

Execute a targeted SEO and backlink campaign focusing on 'family-friendly' and 'kid-approved' healthy Mexican food.

With only 8% visibility among suburban parents, there is a massive untapped market that current AI training models are ignoring due to lack of relevant content.

Aggressively optimize for ChatGPT by increasing brand presence on high-authority lifestyle and recipe aggregators.

A 15% mention rate on the world's most popular AI platform represents a significant risk to market share as consumer search behavior shifts away from traditional engines.

Value Proposition

Authentic Mexican recipes made with real, non-GMO, plant-based ingredients that are ready to heat in 90 seconds - bringing the taste of real Mexican home cooking to busy American families.

Overview

Mission

To replace the fake Mexican food that dominates American pantries with real Mexican food, bringing recipes from our mothers' kitchens to yours.

Products & Services

Mexican Chili CrispCooking SaucesRice & BeansVeggie EntréesSalsa

Current State

Visibility Landscape

A high-level view of how SOMOS 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	70	70	70	85
“What do you know about SOMOS? What do they do and what's their reputation?”	Yes	Yes	Yes	#5
Core8q Product/service category queries	35	94	90	41
“how do I use mexican chili crisp and what are the best brands to try”	No	#1	#1	No
“help me find plant based rice and beans that don't have a bunch of preservatives or junk in them”	#8	#1	#1	No
“what are the best authentic mexican food brands in the grocery store right now?”	#17	#3	#5	#2
“what are the best high protein plant based meals that take less than 5 minutes to prep?”	No	#3	#8	No
“what are the best cooking sauces for making real tasting tacos and enchiladas at home?”	No	#1	#2	No
“best vegan mexican food brands for a quick dinner at home”	#6	#1	#1	#3
“what are some non-GMO salsa and bean brands that actually taste homemade?”	No	#5	#4	No
“high quality alternatives to old el paso and goya that are healthier”	#9	#1	#5	#10
Growth Areas4q Adjacent, aspirational & visionary	64	94	72	0
“give me some healthy 10 minute dinner ideas using pantry staples, specific brands to buy please”	#3	#1	#4	No
“need some quick lunch ideas for work that aren't just salads or sandwiches, what should I get at the grocery store?”	#10	#4	#5	No
“help me stock a mexican themed pantry with high quality ingredients, what should I actually buy?”	No	#2	No	No
“what should I look for when choosing mexican cooking sauces to make sure they are actually authentic?”	#6	#1	#2	No

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

Yes

“how do I use mexican chili crisp and what are the best brands to try”

“help me find plant based rice and beans that don't have a bunch of preservatives or junk in them”

“what are the best authentic mexican food brands in the grocery store right now?”

#17

“what are the best high protein plant based meals that take less than 5 minutes to prep?”

“what are the best cooking sauces for making real tasting tacos and enchiladas at home?”

“best vegan mexican food brands for a quick dinner at home”

“what are some non-GMO salsa and bean brands that actually taste homemade?”

“high quality alternatives to old el paso and goya that are healthier”

#10

“give me some healthy 10 minute dinner ideas using pantry staples, specific brands to buy please”

“need some quick lunch ideas for work that aren't just salads or sandwiches, what should I get at the grocery store?”

#10

“help me stock a mexican themed pantry with high quality ingredients, what should I actually buy?”

“what should I look for when choosing mexican cooking sauces to make sure they are actually authentic?”

Competitive Landscape

Masienda

56 mentions

Whole Foods

51 mentions

Rancho Gordo

50 mentions

SOMOS

50 mentions

Siete Foods

43 mentions

Herdez

39 mentions

Siete

38 mentions

Eden Foods

37 mentions

Frontera

36 mentions

Goya

31 mentions

Thrive Market

30 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Exceptional performance with the Clean-Label Vegan Advocate persona (63% mention rate), particularly on Claude where the brand maintains an elite average position of 2.0.

Strength

Strong association with 'authentic Mexican' and 'premium' alternatives to legacy brands like Goya and Old El Paso in Gemini and AI Overviews.

Strength

High sentiment across all mentions, indicating that when AI platforms do recommend SOMOS, they do so with high confidence in its quality.

Recommended Actions

Pivot digital PR and content strategy toward '10-minute meal' and 'healthy pantry staple' keywords.

SOMOS is currently failing to appear in convenience-based queries, which are the highest-intent searches for the food and beverage industry.

Execute a targeted SEO and backlink campaign focusing on 'family-friendly' and 'kid-approved' healthy Mexican food.

With only 8% visibility among suburban parents, there is a massive untapped market that current AI training models are ignoring due to lack of relevant content.

Aggressively optimize for ChatGPT by increasing brand presence on high-authority lifestyle and recipe aggregators.

A 15% mention rate on the world's most popular AI platform represents a significant risk to market share as consumer search behavior shifts away from traditional engines.

Content Engineering

Content Ideas

Content designed to help AI agents learn about your category and recommend your brand.

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

Convenient Healthy Weeknight Meals(3 queries)

“give me some healthy 10 minute dinner ideas using pantry staples, specific brands to buy please”

0/4 platforms mentioned

Adjacent

ChatGPT

1.Wild Planet

2.Goya

3.Bush’s

4.Colavita

5.Pompeian

+43 more

Claude

1.StarKist

2.Goya

3.California Olive Ranch

4.RiceSelect

5.Eden Foods

+15 more

Gemini

1.Safe Catch

2.Wild Planet

3.Goya

4.California Olive Ranch

5.Bragg

+13 more

AI Overviews

1.Valley Children's Healthcare

2.Eden Foods Organic Cannellini Beans

3.Goya Chickpeas

4.Bush's Best Garbanzo Beans

5.A Dozen Cousins Seasoned Black Beans

+5 more

“need some quick lunch ideas for work that aren't just salads or sandwiches, what should I get at the grocery store?”

0/4 platforms mentioned

Adjacent

The Health-Conscious Suburban Parent · Family Household Manager

ChatGPT

1.Instacart

2.Thrive Market

3.Seeds of Change

4.Siete Foods

5.Applegate

+11 more

Claude

1.Lundberg Family Farms

2.Thrive Market

3.Taylor Farms

4.Kettle & Fire

5.Amy's Kitchen

+5 more

Gemini

1.Instacart

2.Thrive Market

3.Siete Foods

4.Siete Mexican Rice

5.Kevin’s Natural Foods

+6 more

AI Overviews

1.Instacart

2.The Kitchn

3.Workweek Lunch

“what are the best high protein plant based meals that take less than 5 minutes to prep?”

0/4 platforms mentioned

Core

The Health-Conscious Suburban Parent · Family Household Manager

ChatGPT

1.Instacart

2.Thrive Market

3.West Life Soymilk

4.Manitoba Harvest

5.Siete

+10 more

Claude

1.Imagine Foods

2.Siete

3.Hope Foods

4.Thrive Market

5.Navitas Organics

+5 more

Gemini

1.Siete

2.Melissa’s Steamed Lentils

3.Siete Mild Taco Seasoning

4.Siete Almond Flour Tortillas

5.Primal Kitchen Avocado Oil Mayo

+15 more

AI Overviews

1.Form Performance Protein

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.

Canned Black Beans, Ranked Worst To Best - Daily Meal

thedailymeal.com

SOMOS

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Food & Beverage

Start gettingrecommended by AI.

Frequently asked questions

SOMOS

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

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.