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

Shef

Visibility54

Vibe94

Businesses/Food & Beverage/Shef

AI Visibility & Sentiment

Shef

Shef is a homemade food delivery marketplace that connects busy families with vetted local chefs who prepare fresh, authentic meals from their home kitchens. The platform empowers culinary entrepreneurs while delivering restaurant-quality homemade food at affordable prices, trusted by over 180,000 households.

Active Monitoring

shef.com

Food & Beverage Startups

AI Visibility Score

54/100

Moderate

Sentiment Score

94/100

Score by Reach

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

aspirational

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Shef today.

Shef has achieved a dominant position as the premier choice for authenticity-seeking urban professionals, frequently securing the #1 spot across ChatGPT, Claude, and Gemini for category evaluations. However, the brand faces a critical 'visibility cliff' in Google’s AI Overviews where it holds a mere 8% mention rate, allowing competitors like Factor and CookUnity to capture the majority of high-intent search traffic.

Value Proposition

Personal chef-quality homemade meals from vetted local cooks delivered fresh to your door for less than takeout, with the flexibility to mix and match from multiple cuisines and skip anytime

Overview

Mission

Building a global community devoted to economic empowerment and cultural inclusivity that enables anyone to feed their neighbor

Products & Services

Weekly meal delivery subscription serviceOne-time meal ordersMulti-cuisine homemade meal marketplaceChef platform for culinary entrepreneursGift cards

Current State

Visibility Landscape

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

	ChatGPT	Claude	Gemini	AI Overviews
Reputation Brand recognition & direct queries	66	57	70	0
Core Topics Product/service category queries	35	0	94	0
Growth Areas Adjacent, aspirational & visionary	52	0	71	36

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

Competitive Landscape

Factor

24 mentions

CookUnity

23 mentions

Goldbelly

16 mentions

Territory Foods

15 mentions

DoorDash

15 mentions

Sunbasket

14 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Absolute dominance in 'Category Evaluation & Quality Comparison' queries, ranking #1 across ChatGPT, Claude, and Gemini.

Strength

Powerful resonance with the 'Authenticity-Seeking Urban Professional' persona, achieving a 75% mention rate and an elite 1.3 average position.

Strength

High trust on the Gemini platform (75% visibility), where the brand is consistently framed as the top alternative to traditional meal kits.

Recommended Actions

Execute an AI Overviews (SGE) optimization sprint focusing on 'best meal delivery' and 'authentic home cooking' keywords.

An 8% visibility rate in AI Overviews is a major vulnerability when Gemini and ChatGPT already recognize the brand's quality; the bottleneck is likely technical or structured data-related.

Develop and seed content specifically targeting the 'New Parent Gifting' and 'Postpartum Meal Support' use cases.

Shef was entirely absent from gifting queries across most models; capturing this niche offers a clear path to market share without direct competition from standard meal kits.

Refine the brand narrative for the 'Silicon Valley Engineer' persona to emphasize efficiency alongside quality.

With an average position of 6.2 and mixed sentiment for this group, Shef is being viewed as 'too high-effort' or 'niche' compared to the 3.1 position held by DoorDash.

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

Authentic Meal Solutions For Busy Families(2 queries)

“i'm tired of doordash and cooking every night, what are some healthy meal delivery services that actually taste like homemade food?”

0/4 platforms mentioned

Core

ChatGPT

1.Factor

2.Fresh n’ Lean

3.Trifecta Nutrition

4.CookUnity

5.Territory Foods

+8 more

Claude

1.Factor

2.Freshly

3.EveryPlate

4.Green Chef

5.Gobble

+1 more

Gemini

1.HelloFresh

2.Blue Apron

3.CookUnity

4.Territory Foods

5.Factor

+4 more

AI Overviews

1.CookUnity

2.Sunbasket

3.Marley Spoon

4.Martha Stewart

5.Factor

+4 more

“help me plan a week of dinners for a family of 4 that isn't just another meal kit where i have to do all the prep, what should i buy?”

2/4 platforms mentioned

Adjacent

The Time-Poor Silicon Valley Engineer · Direct Buyer / End User

ChatGPT

1.Whole Foods

2.Costco

3.Seeds of Change

4.Vital Choice

5.Wild Fork Foods

13.Shef

+8 more

Claude

1.DoorDash

2.Blue Apron

3.Factor

4.Freshly

5.BrainFuel

+1 more

Gemini

1.Whole Foods

2.Draeger’s Market

3.Shef

4.CookUnity

5.Kevin’s Natural Foods

+12 more

AI Overviews

No brands listed

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.

11 Best Meal Delivery Services of 2026, Tested and Reviewed

nbcnews.com

Web1 ref

I've tried nearly every meal service. Here are the reviews from ...

reddit.com

Forum1 ref

5 Best Healthy Meal Kit Delivery Services 2026 Reviewed

foodnetwork.com

Web1 ref

Best Healthy Meal Delivery Services of 2026 to Support Your ...

cnet.com

Web1 ref

The 10 Best Meal Kits and Prepared Meal Services Out of 31 We ...

yahoo.com

Web1 ref

The 4 Best Meal Delivery Services of 2026, Tested & Reviewed

seriouseats.com

Web1 ref

10 Best Organic Food And Meal Delivery Services (2026)

thegoodtrade.com

Web1 ref

The 4 best prepared meal delivery services for 2026, tested and ...

health.yahoo.com

Web1 ref

Best Healthy Meal Delivery Services for Feel-Good Food (2026)

bonappetit.com

Web1 ref

The Best Meal Delivery Services and Meal Kits of 2026 - WIRED

wired.com

Web1 ref

SBA

sba.gov

Gov1 ref

ServSafe

servsafe.com

Web1 ref

deh.acgov.org

Web1 ref

Selling Homemade Food in California - The Institute for Justice

ij.org

Web1 ref

Cottage Food Law California: Guide to Food Safety Training

aaafoodhandler.com

Web1 ref

Competitive Landscape

Brands and products that AI platforms mention alongside or instead of Shef.

Factor24 mentions

CookUnity23 mentions

Shef20 mentions

Goldbelly16 mentions

Territory Foods15 mentions

DoorDash15 mentions

Sunbasket14 mentions

HelloFresh10 mentions

Freshly10 mentions

Green Chef8 mentions

Blue Apron8 mentions

Brand Identity

Brand Voice & Style

How AI perceives Shef's communication style and personality

Shef communicates with a warm, inviting tone that feels like a friendly neighbor sharing their kitchen secrets. The brand balances approachability with culinary expertise, using casual language that makes premium homemade food feel accessible. There's an underlying sense of community and cultural celebration, emphasizing the human connection between local chefs and families. The voice is reassuring and supportive, addressing busy lifestyles while championing the talented cooks behind every meal.

Core Tone Traits

Warm & Inviting

Uses welcoming language that evokes the comfort of home cooking and family meals

Approachable & Casual

Conversational style that makes premium food delivery feel accessible and friendly

Community-Focused

Emphasizes local connections, chef stories, and cultural diversity

Reassuring & Supportive

Addresses busy lifestyle pain points with confidence and flexibility messaging

Backing

Investors

Craft Ventures

Engineer content that makes AI agents recommend you

Pendium analyzes how AI platforms perceive your brand, reverse-engineers what they already cite, and continuously publishes content designed to fill gaps and earn more mentions — on autopilot, with you in the loop.

Data generated by Pendium.ai AI visibility scanning. Last scanned February 28, 2026.