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

Get a demo

Hungryroot

Visibility60

Vibe98

Businesses/Food & Beverage/Hungryroot

AI Visibility & Sentiment

Hungryroot

Hungryroot is a personalized grocery and meal planning service that delivers healthy, curated food directly to customers' doors. Using AI-powered personalization, they match groceries, recipes, and ready-made meals to individual dietary preferences, health goals, and budgets.

Active Monitoring

hungryroot.com

Food & Beverage Food Meal Kits

AI Visibility Score

60/100

Good

Sentiment Score

98/100

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 Hungryroot today.

Hungryroot has achieved a flawless 100% visibility rate in Google AI Overviews, establishing itself as the definitive authority for healthy, efficient meal planning across high-intent search queries. While it dominates specialized segments like the 'Celiac-Safe Foodie,' a significant opportunity remains to bridge the visibility gap in conversational LLMs like Claude and ChatGPT where mention rates currently lag.

Working in your favor

Total market dominance in AI Overviews with a 100% mention rate and an average position of 2.9.

Exceptional resonance with the 'Celiac-Safe Foodie' persona, achieving an 87% mention rate.

Top-tier performance on Google Gemini with a 65% mention rate and a dominant average position of 2.1.

Gaps to close

Significant underperformance on Claude (25% mention rate) and ChatGPT (39% mention rate) compared to search-centric AI.

Mixed sentiment on ChatGPT suggests the model is surfacing legacy critiques or lacks updated data on the brand's current value proposition.

Underserved 'Biohacking Executive' persona, which sees only a 39% mention rate despite the brand's healthy profile.

Opportunities

Target the high-income 'Biohacking' segment by emphasizing nutrient density and performance-optimized meal plans.

Convert the mixed sentiment on ChatGPT into a competitive advantage by seeding newer, high-authority reviews and data points into the training ecosystem.

Leverage the high visibility in AI Overviews to capture market share from competitors like Sunbasket and Factor who have higher total mentions but lower search-placement efficiency.

Highest-Impact Actions

Execute a ChatGPT-specific reputation campaign to resolve the 'mixed' sentiment rating.

ChatGPT has the highest usage among conversational AIs, and mixed sentiment there creates a trust barrier that doesn't exist on other platforms.

Optimize content for Claude by increasing the depth of technical nutritional data and sourcing transparency.

Claude's 25% mention rate is a critical weakness; providing more structured data on sourcing can help its reasoning engine recommend Hungryroot more frequently.

Develop targeted landing pages and blog content centered on 'biohacking' and 'cognitive performance' diets.

The Biohacking Executive persona has the lowest visibility (39%) but the highest potential for lifetime value; specific content can trigger AI mentions for these niche queries.

Value Proposition

Personalized grocery shopping that combines the convenience of meal kits with the flexibility of a grocery store, offering 50,000+ recipes tailored to your diet, health goals, and budget while saving time and money compared to takeout.

Overview

Mission

To make healthy eating easy and accessible by personalizing grocery shopping and meal planning for every individual's unique needs.

Products & Services

Personalized grocery deliveryChef-crafted recipes with auto-filled cartsReady-made meals (breakfast, lunch, dinner)Junk-free snacks, sweets, and beveragesDietary-specific meal planning (gluten-free, dairy-free, vegetarian, high-protein)

Current State

Visibility Landscape

A high-level view of how Hungryroot 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 Hungryroot? What do they do and what's their reputation?”	#1	#1	#1	#1
Core6q Product/service category queries	62	66	85	95
“help me plan a week of healthy meals for a family of four that take less than 20 minutes to prep, what specific services should I use?”	No	No	#1	#1
“i need to go dairy-free and gluten-free but i'm totally overwhelmed. what are some meal planning services that handle all the shopping and recipes for me?”	No	#6	#1	#1
“i'm a busy lawyer and need a way to eat healthy without spending hours at the store or cooking. what are some good services that deliver ready-made meals and groceries together?”	#1	#2	#1	#1
“what's the best way to get healthy groceries delivered that actually come with chef-crafted recipes so I don't waste food?”	#6	#4	#1	#1
“looking for high protein meal plans that aren't just frozen dinners, what specific brands or grocery delivery services should i use?”	#10	#2	#2	#5
“what are the best places to buy junk-free snacks and sweets online that can be delivered with my weekly food?”	#2	No	No	#1
Growth Areas1q Adjacent, aspirational & visionary	94	97	94	91
“most trusted healthy grocery and meal delivery services for 2026, which ones actually have good reviews?”	#2	#1	#2	#3

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

“help me plan a week of healthy meals for a family of four that take less than 20 minutes to prep, what specific services should I use?”

“i need to go dairy-free and gluten-free but i'm totally overwhelmed. what are some meal planning services that handle all the shopping and recipes for me?”

“i'm a busy lawyer and need a way to eat healthy without spending hours at the store or cooking. what are some good services that deliver ready-made meals and groceries together?”

“what's the best way to get healthy groceries delivered that actually come with chef-crafted recipes so I don't waste food?”

“looking for high protein meal plans that aren't just frozen dinners, what specific brands or grocery delivery services should i use?”

#10

“what are the best places to buy junk-free snacks and sweets online that can be delivered with my weekly food?”

“most trusted healthy grocery and meal delivery services for 2026, which ones actually have good reviews?”

Competitive Landscape

Sunbasket

47 mentions

Hungryroot

45 mentions

Factor

39 mentions

Green Chef

37 mentions

HelloFresh

35 mentions

Instacart

31 mentions

Amazon Fresh

29 mentions

Home Chef

24 mentions

Thrive Market

24 mentions

Territory Foods

20 mentions

Whole Foods

19 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Total market dominance in AI Overviews with a 100% mention rate and an average position of 2.9.

Strength

Exceptional resonance with the 'Celiac-Safe Foodie' persona, achieving an 87% mention rate.

Strength

Top-tier performance on Google Gemini with a 65% mention rate and a dominant average position of 2.1.

Recommended Actions

Execute a ChatGPT-specific reputation campaign to resolve the 'mixed' sentiment rating.

ChatGPT has the highest usage among conversational AIs, and mixed sentiment there creates a trust barrier that doesn't exist on other platforms.

Optimize content for Claude by increasing the depth of technical nutritional data and sourcing transparency.

Claude's 25% mention rate is a critical weakness; providing more structured data on sourcing can help its reasoning engine recommend Hungryroot more frequently.

Develop targeted landing pages and blog content centered on 'biohacking' and 'cognitive performance' diets.

The Biohacking Executive persona has the lowest visibility (39%) but the highest potential for lifetime value; specific content can trigger AI mentions for these niche queries.

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

Efficient Healthy Meal Planning(3 queries)

“help me plan a week of healthy meals for a family of four that take less than 20 minutes to prep, what specific services should I use?”

1/4 platforms mentioned

Core

ChatGPT

1.Instacart

2.Amazon Fresh

3.Walmart Grocery

4.Kroger ClickList

5.HelloFresh

+12 more

Claude

1.Gobble

2.Factor

3.Freshly

4.Imperfect Foods

5.Thrive Market

+4 more

Gemini

1.Banza

2.Gobble

3.Home Chef

4.HelloFresh

5.Instacart

+8 more

AI Overviews

1.Home Chef

2.Sunbasket

3.Hungryroot

4.eMeals

5.Instacart

+1 more

“i'm a busy lawyer and need a way to eat healthy without spending hours at the store or cooking. what are some good services that deliver ready-made meals and groceries together?”

3/4 platforms mentioned

Core

The Biohacking Executive · Vice President of Product

ChatGPT

1.Good Eggs

2.Hungryroot

3.Amazon Fresh

4.Whole Foods

5.Instacart

+11 more

Claude

1.Freshly

2.Gobble

3.Amazon Fresh

4.Factor

5.Tru Niagen

+5 more

Gemini

1.Factor

2.Good Eggs

3.Good Eggs Kitchen

4.Sunbasket

5.Hungryroot

+3 more

AI Overviews

1.Hungryroot

2.Sunbasket

3.Factor

4.CookUnity

5.Blue Apron

“what's the best way to get healthy groceries delivered that actually come with chef-crafted recipes so I don't waste food?”

1/4 platforms mentioned

Core

The Biohacking Executive · Vice President of Product

ChatGPT

1.Green Chef

2.Sun Basket

3.Territory Foods

4.Good Eggs

5.Farm Fresh To You

+16 more

Claude

1.Freshly

2.Apple Health

3.Factor

4.Green Chef

5.Sunbasket

+1 more

Gemini

1.Factor

2.CGM

3.Oura

4.Methodology

5.Sunbasket

+2 more

AI Overviews

1.Hungryroot

2.Green Chef

3.Sunbasket

4.Imperfect Foods

5.Hungry Harvest

+2 more

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.

The 6 Best Meal Delivery Services for Families (2026) | Bon Appétit

bonappetit.com

Hungryroot

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

Hungryroot

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.