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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Tovala

Visibility53

Vibe95

Businesses/Tovala

AI Visibility & Sentiment

Tovala

Tovala is a meal delivery service combined with a smart oven that cooks chef-crafted meals perfectly with just one scan. The company delivers fresh, pre-portioned meals weekly that cook in 20 minutes or less with minimal prep, eliminating the stress of meal planning, shopping, and cleanup.

Active Monitoring

tovala.com

Startups

AI Visibility Score

53/100

Moderate

Sentiment Score

95/100

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 Tovala today.

Tovala has successfully captured the 'smart kitchen' narrative on Google Gemini and AI Overviews, yet it remains largely invisible in high-intent conversations regarding senior accessibility and general healthy meal planning. While the brand dominates technical automation queries for software-centric personas, it is currently surrendering the broader convenience market to competitors like Factor and CookUnity.

Working in your favor

Dominant performance on Gemini with a 63% mention rate and top-tier positioning for 'Smart Kitchen & Cooking Automation' queries.

High resonance with 'The Efficiency-Obsessed Software Architect' persona, achieving a 56% mention rate by successfully aligning with tech-forward productivity goals.

Perfect brand sentiment and ranking across all platforms during direct 'vibe check' brand queries, indicating a strong existing knowledge base in LLM training data.

Gaps to close

Total absence in 'Senior & Accessible Meal Solutions' queries despite the product's inherent low-maintenance value proposition.

Underperforming on Claude (19% mention rate) where competitors like CookUnity are capturing more visibility in lifestyle-oriented recommendations.

Inconsistent visibility for 'Simplifying Weeknight Dinners' queries, where Tovala is frequently skipped in favor of Factor or HelloFresh.

Opportunities

Target the senior demographic by optimizing content for 'no-prep' and 'accessible' cooking to capture the 'Aging Independent' persona.

Bridge the gap in 'Macro-Tracking' queries by emphasizing the precision and data-backed nature of Tovala’s scan-to-cook meals compared to generic delivery services.

Improve performance on ChatGPT and Claude by increasing the volume of high-quality third-party editorial reviews that emphasize the 'oven + meal' ecosystem.

Highest-Impact Actions

Execute a targeted 'Accessibility and Longevity' content campaign for AI training data.

Tovala had 0% visibility in senior-specific queries; establishing the brand as the premier 'safe and easy' cooking solution for seniors will unlock an entirely new market segment.

Optimize technical meal data for 'Macro-Tracking' and 'Executive' personas.

Current sentiment for the Corporate Executive persona is 'mixed' due to a lack of clear nutritional authority; Tovala must assert its precision advantage over Factor.

Aggressively target 'Simplifying Weeknight Dinners' keywords via Claude-optimized PR.

Claude shows the lowest mention rate (19%) and focuses more on lifestyle; Tovala needs more conversational, lifestyle-focused mentions to appear in Claude's recommendation sets.

Value Proposition

Meals that cook themselves perfectly with one touch - combining fresh chef-crafted meal delivery with a smart oven that automatically knows how to cook each meal via QR code scanning, delivering restaurant-quality results in 20 minutes with just one minute of prep.

Overview

Mission

To help America dinner better by eliminating the physical and mental burden of cooking through game-changing smart oven technology and delicious, effortless meals.

Products & Services

Tovala Smart Oven - 5-in-1 countertop smart ovenWeekly fresh meal delivery subscriptionChef-crafted ready-to-cook mealsFlexible meal plans (4-16 meals per week)Scan-to-cook technology for 1000s of foods

Current State

Visibility Landscape

A high-level view of how Tovala 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 Tovala? What do they do and what's their reputation?”	#1	#1	#1	#1
Core4q Product/service category queries	66	58	94	59
“what's the best countertop oven that can steam, bake, and broil all in one, and maybe even has smart features”	#2	#4	#1	#2
“what are the most highly rated meal delivery services that actually deliver on quality and ease of use, i need specific brand names”	#5	No	#1	No
“help me find a dinner solution for my family that takes less than 20 minutes and has basically no cleanup, give me specific brands to look at”	No	No	#4	No
“i want a smart oven that actually makes cooking easier, maybe one that scans barcodes or handles the settings for me, any recommendations?”	—	#1	#2	#2
Growth Areas2q Adjacent, aspirational & visionary	62	0	53	56
“i'm a busy professional and have zero time to cook but i'm tired of takeout, what are some easy meal options that actually taste like restaurant quality”	#1	No	#4	#3
“recommend some healthy meal plans for a senior living alone who wants easy-to-cook food that isn't just a frozen TV dinner”	No	No	No	No

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

“what's the best countertop oven that can steam, bake, and broil all in one, and maybe even has smart features”

“what are the most highly rated meal delivery services that actually deliver on quality and ease of use, i need specific brand names”

“help me find a dinner solution for my family that takes less than 20 minutes and has basically no cleanup, give me specific brands to look at”

“i want a smart oven that actually makes cooking easier, maybe one that scans barcodes or handles the settings for me, any recommendations?”

—

“i'm a busy professional and have zero time to cook but i'm tired of takeout, what are some easy meal options that actually taste like restaurant quality”

“recommend some healthy meal plans for a senior living alone who wants easy-to-cook food that isn't just a frozen TV dinner”

Competitive Landscape

Factor

32 mentions

CookUnity

27 mentions

Tovala

24 mentions

HelloFresh

17 mentions

Home Chef

17 mentions

Blue Apron

11 mentions

Anova

11 mentions

Anova Precision Oven 2.0

10 mentions

Sunbasket

9 mentions

Hungryroot

8 mentions

Joule

7 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Dominant performance on Gemini with a 63% mention rate and top-tier positioning for 'Smart Kitchen & Cooking Automation' queries.

Strength

High resonance with 'The Efficiency-Obsessed Software Architect' persona, achieving a 56% mention rate by successfully aligning with tech-forward productivity goals.

Strength

Perfect brand sentiment and ranking across all platforms during direct 'vibe check' brand queries, indicating a strong existing knowledge base in LLM training data.

Recommended Actions

Execute a targeted 'Accessibility and Longevity' content campaign for AI training data.

Tovala had 0% visibility in senior-specific queries; establishing the brand as the premier 'safe and easy' cooking solution for seniors will unlock an entirely new market segment.

Optimize technical meal data for 'Macro-Tracking' and 'Executive' personas.

Current sentiment for the Corporate Executive persona is 'mixed' due to a lack of clear nutritional authority; Tovala must assert its precision advantage over Factor.

Aggressively target 'Simplifying Weeknight Dinners' keywords via Claude-optimized PR.

Claude shows the lowest mention rate (19%) and focuses more on lifestyle; Tovala needs more conversational, lifestyle-focused mentions to appear in Claude's recommendation sets.

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

Simplifying Weeknight Dinners(2 queries)

“i'm a busy professional and have zero time to cook but i'm tired of takeout, what are some easy meal options that actually taste like restaurant quality”

0/4 platforms mentioned

Adjacent

ChatGPT

1.Factor

2.HelloFresh

3.Blue Apron

4.Sunbasket

5.Home Chef

+12 more

Claude

1.Rao's

2.Factor

3.Gobble

4.Freshly

5.HelloFresh

+1 more

Gemini

1.CookUnity

2.Factor

3.Sakara Life

4.Goldbelly

5.Momofuku

+12 more

AI Overviews

1.CookUnity

2.Factor

3.MightyMeals

4.Trader Joe’s Chicken Tikka Masala

5.Rao’s Brick Oven Pizza

+3 more

“help me find a dinner solution for my family that takes less than 20 minutes and has basically no cleanup, give me specific brands to look at”

1/4 platforms mentioned

Core

The Efficiency-Obsessed Software Architect · Senior Software Architect

ChatGPT

1.Factor

2.MyFitnessPal

3.CookUnity

4.Mosaic Foods

5.MagicKitchen

+4 more

Claude

1.Factor

2.Tempo

3.CookUnity

4.Home Chef

5.HelloFresh

Gemini

1.June Oven

2.Suvie

3.Suvie 3.0

4.Tovala

5.Tovala Smart Oven

+7 more

AI Overviews

1.Birds Eye Voila!

2.Stouffer’s

3.Omaha Steaks

4.Hormel Compleats

5.Dole

+6 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.

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vertexaisearch.cloud.google.com

Tovala

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

Tovala

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.