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.

Roadmap Pricing

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KiwiCo

Visibility76

Vibe98

Businesses/E-commerce / Consumer Goods/KiwiCo

AI Visibility & Sentiment

KiwiCo

KiwiCo is an educational commerce company that provides hands-on STEAM projects through a convenient, age-appropriate subscription model. By delivering expert-designed, kid-tested kits directly to doors, they aim to foster creative confidence and critical thinking in children from infancy through their teenage years.

Active Monitoring

kiwico.com

E-commerce / Consumer Goods

AI Visibility Score

76/100

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

aspirational

visionary

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe KiwiCo today.

KiwiCo commands deep authority in subscription-based educational play, consistently dominating the top-tier of search results when users specifically hunt for subscription box alternatives. While the brand is a definitive household name in core product searches, it is currently ceding valuable ground to niche competitors in broader, use-case-driven discovery queries like science fairs or bulk classroom resources.

Working in your favor

Unrivaled brand positioning in subscription-based product comparisons, particularly against Lovevery

Strong consistent presence across ChatGPT, Claude, and Gemini for direct product category intent

High affinity with the 'Busy Working Parent' and 'Gift-Seeking Grandparent' personas who prioritize reliable, recurring educational play

Gaps to close

Inconsistent visibility in educational and camp-focused search intent, where brands like Science Buddies gain traction

Underperformance in discovery-led queries such as 'non-digital gift ideas' or 'curriculum-aligned resources'

Weak presence in 'Adjacent' and 'Visionary' category searches where customers are seeking solutions rather than specific subscription brands

Opportunities

Optimizing content for 'Educational Resources' and 'STEM project' queries to capture the institutional and classroom market

Developing long-form authoritative assets that bridge the gap between subscription boxes and broader, one-time DIY educational needs

Capturing more of the 'STEM-Focused Educator' persona by aligning digital content with curriculum-based standards

Highest-Impact Actions

Develop and syndicate 'Education-First' content hubs specifically targeting STEM fair, classroom, and bulk resource keywords.

Data shows a direct correlation between niche utility searches and competitor dominance; this will shift KiwiCo from a 'subscription-only' brand to a 'total STEM resource' brand.

Implement a semantic SEO strategy targeting broader use-case queries like 'non-digital gift ideas' and 'hands-on science projects'.

KiwiCo is currently only winning when asked about subscriptions; expanding into intent-based search will capture top-of-funnel users who haven't yet committed to a box model.

Create persona-specific landing pages addressing 'STEM-Focused Educators' and 'School Program Directors'.

This persona currently shows the lowest mention rate, representing a significant untapped audience for bulk/educational sales volume.

Value Proposition

KiwiCo offers expert-designed, kid-tested enrichment kits delivered to your doorstep, providing a balance of challenge and accessibility through a rigorous 1,000-hour testing process per crate.

Overview

Mission

To inspire the next generation of innovators by equipping kids with creative confidence and problem-solving skills through hands-on learning.

Products & Services

Subscription Crates (age-segmented kits)The KiwiCo Store (individual kit purchases)KiwiCo Education (bulk kits for schools and camps)Special Interest Lines (Yummy Crate, Eureka Crate)

Current State

Visibility Landscape

A high-level view of how KiwiCo 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 KiwiCo, Inc.? What do they do and what's their reputation?”	#1	#1	#1	#1
Core5q Product/service category queries	91	80	96	67
“what are the best monthly subscription boxes for kids that actually teach them science or engineering”	#1	#1	#1	#1
“i need some good diy engineering or chemistry kits for my 12 year old that won't just end up in the trash after an hour”	#8	#3	#1	No
“where can i buy bulk stem project kits for a summer camp of 50 kids”	#2	No	#1	No
“what are the most reliable subscription toy brands for toddlers that focus on developmental milestones”	#2	#2	#2	#2
“i am looking for educational box alternatives to lovevery, what else is high quality”	#2	#2	#2	#2
Growth Areas4q Adjacent, aspirational & visionary	63	30	96	0
“what cooking kits for kids are safe for a 9 year old who wants to learn actual recipes”	#2	No	#1	No
“best hands-on learning tools to use for a science fair or classroom enrichment program”	No	No	#1	No
“what are the best online resources to find curriculum-aligned makerspace projects for elementary students”	#7	No	#2	No
“recommend some good non-digital gift ideas for a curious kid who loves building things”	#11	#6	#1	No

“What do you know about KiwiCo, Inc.? What do they do and what's their reputation?”

“what are the best monthly subscription boxes for kids that actually teach them science or engineering”

“i need some good diy engineering or chemistry kits for my 12 year old that won't just end up in the trash after an hour”

“where can i buy bulk stem project kits for a summer camp of 50 kids”

“what are the most reliable subscription toy brands for toddlers that focus on developmental milestones”

“i am looking for educational box alternatives to lovevery, what else is high quality”

“what cooking kits for kids are safe for a 9 year old who wants to learn actual recipes”

“best hands-on learning tools to use for a science fair or classroom enrichment program”

“what are the best online resources to find curriculum-aligned makerspace projects for elementary students”

“recommend some good non-digital gift ideas for a curious kid who loves building things”

#11

Competitive Landscape

KiwiCo

77 mentions

Lovevery

25 mentions

Thames & Kosmos

21 mentions

MEL Science

18 mentions

Monti Kids

18 mentions

Science Buddies

17 mentions

Home Science Tools

16 mentions

Snap Circuits

15 mentions

Raddish Kids

15 mentions

Hoppi Box

13 mentions

Little Passports

12 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Unrivaled brand positioning in subscription-based product comparisons, particularly against Lovevery

Strength

Strong consistent presence across ChatGPT, Claude, and Gemini for direct product category intent

Strength

High affinity with the 'Busy Working Parent' and 'Gift-Seeking Grandparent' personas who prioritize reliable, recurring educational play

Recommended Actions

Develop and syndicate 'Education-First' content hubs specifically targeting STEM fair, classroom, and bulk resource keywords.

Data shows a direct correlation between niche utility searches and competitor dominance; this will shift KiwiCo from a 'subscription-only' brand to a 'total STEM resource' brand.

Implement a semantic SEO strategy targeting broader use-case queries like 'non-digital gift ideas' and 'hands-on science projects'.

KiwiCo is currently only winning when asked about subscriptions; expanding into intent-based search will capture top-of-funnel users who haven't yet committed to a box model.

Create persona-specific landing pages addressing 'STEM-Focused Educators' and 'School Program Directors'.

This persona currently shows the lowest mention rate, representing a significant untapped audience for bulk/educational sales volume.

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

At Home STEAM & Enrichment Solutions(3 queries)

“what are the best monthly subscription boxes for kids that actually teach them science or engineering”

4/4 platforms mentioned

Core

ChatGPT

1.KiwiCo (Tinker Crate, Maker, Eureka, Kiwi Crate)

2.MEL Science (MEL STEM, MEL Chemistry)

3.Bitsbox

4.Creation Crate

5.Groovy Lab in a Box

+7 more

Claude

1.KiwiCo (Panda Crate, Koala Crate)

2.CrunchLabs (CrunchLabs Creative Kit, CrunchLabs Build Box, CrunchLabs Hack Pack)

3.MEL Science

4.Little Passports

5.Bitsbox

+2 more

Gemini

1.CrunchLabs

2.KiwiCo (Kiwi Crate, Tinker Crate, Eureka Crate)

3.MEL Science (MEL STEM, MEL Physics, MEL Chemistry, MEL Med)

4.Thimble.io

5.Bitsbox

+1 more

AI Overviews

1.KiwiCo

2.MEL Science

3.CrunchLabs

4.Little Passports

5.Groovy Lab in a Box

“i need some good diy engineering or chemistry kits for my 12 year old that won't just end up in the trash after an hour”

3/4 platforms mentioned

Core

ChatGPT

1.Elenco (Snap Circuits)

2.Arduino

3.Adafruit (Adafruit Circuit Playground Express)

4.Raspberry Pi

5.CanaKit

11.KiwiCo (Tinker Crate)

+7 more

Claude

1.Thames & Kosmos (C3000, Chem C500, Mega Cyborg Hand)

2.National Geographic

3.MEL Science

4.Snap Circuits

5.KiwiCo (Eureka Crate)

+3 more

Gemini

1.LEGO (LEGO Education SPIKE Prime)

2.Upper Story (Turing Tumble, Spintronics)

3.Thames & Kosmos (Chem C2000, Happy Atoms)

4.Makeblock mBot Ultimate

5.MEL Science

6.KiwiCo (Eureka Crate)

+2 more

AI Overviews

1.Thames & Kosmos

“what cooking kits for kids are safe for a 9 year old who wants to learn actual recipes”

1/4 platforms mentioned

Adjacent

ChatGPT

1.Raddish Kids

2.Kidstir (MasterChef Junior)

3.Little Passports (Kitchen Adventures)

4.America’s Test Kitchen Kids

5.eat2explore

6.KiwiCo (Yummy Crate)

+3 more

Claude

1.Raddish Kids (Cooking Club, Global Eats Club, Baking Club)

2.Baketivity

3.I'm the Chef Too!

4.Kid Stir

5.Tovla Jr. Kids Real Cooking & Baking Set

Gemini

1.Raddish Kids

2.eat2explore

3.Kids Cook Real Food

4.Tovla Jr. Nylon Knives

5.Curious Chef (Curious Chef 27-Piece Foundation Set)

+3 more

AI Overviews

1.Raddish Kids

2.MindWare Playful Chef Master Series

3.Eat2Explore

4.Pampered Chef Kids Club

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.

Monthly Deliveries

education.kiwico.com

KiwiCo

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

KiwiCo

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

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.