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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CodeWisp

Visibility18

Vibe80

Businesses/Education Technology/CodeWisp

AI Visibility & Sentiment

CodeWisp

CodeWisp is an AI-powered game development platform that enables users to create real games in minutes without coding experience. The platform features a block editor, interactive coding courses, and a community where creators can share and play each other's games.

Active Monitoring

codewisp.ai

Education Technology YC25-26

AI Visibility Score

18/100

Invisible

Sentiment Score

80/100

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe CodeWisp today.

CodeWisp faces a stark paradox: while AI models can perfectly identify the brand when asked directly, they almost never recommend it to users seeking educational game development tools. The brand's 16/100 visibility score is salvaged only by a single foothold within Claude, which identifies CodeWisp as a specialized solution for AI-powered prototyping for transitioning Roblox developers.

Value Proposition

Make your first real game in minutes using AI assistance and intuitive tools, no coding experience required. Learn programming fundamentals while creating playable games you can share with a community.

Overview

Mission

Democratizing game development by making it accessible to anyone who wants to create, regardless of coding experience.

Products & Services

AI-powered game builderInteractive coding coursesBlock-based code editorGame hosting and sharing platformCommunity discussion forums

Current State

Visibility Landscape

A high-level view of how CodeWisp 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	0	27	0	0
Core Topics Product/service category queries	0	0	0	0
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

Unity

36 mentions

Godot

27 mentions

Construct 3

25 mentions

itch.io

21 mentions

GDevelop

21 mentions

Unreal Engine

19 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

The brand successfully passed the vibe check across all tested platforms, including ChatGPT and Gemini, meaning the AI models have correctly indexed the brand's core identity.

Strength

Claude recognizes CodeWisp as a top-5 recommendation for AI-powered development and prototyping, specifically for the Transitioning Roblox Developer persona.

Gap

Total absence from the 'Homeschooling Tech Parent' and 'STEM Program Coordinator' personas, which are critical segments for EdTech growth.

Recommended Actions

Execute a targeted 'Roblox to CodeWisp' content strategy focused on API-specific comparisons and migration benefits.

Claude already shows a positive affinity for this persona (8% mention rate); reinforcing this connection can solidify a beachhead in a niche where the brand is already known.

Inject high-authority educational and homeschooling keywords into the brand's core technical documentation and landing pages.

The 0% visibility with STEM coordinators and parents suggests that the brand's current corpus of data is too technical and lacks the educational framing AI models need to categorize it for these personas.

Increase external PR and third-party mentions on 'best game engines for students' lists to trigger ChatGPT and Gemini citations.

The 0% mention rate on ChatGPT and Gemini indicates a lack of 'trust signals' from the authoritative third-party domains these models prioritize for recommendations.

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

Beginner Game Creation & Education(2 queries)

“I want to learn how to make games but I don't know any code, where should I start?”

0/4 platforms mentioned

Adjacent

ChatGPT

1.Construct 3

2.RPG Maker

3.Buildbox

4.Stencyl

5.Unreal Engine

+26 more

Claude

1.Unity

2.Unreal Engine

3.Blueprints

4.Godot

5.Construct

+1 more

Gemini

1.Construct 3

2.GDevelop

3.GB Studio

4.Game Boy

5.RPG Maker MZ/MV

+10 more

AI Overviews

1.Creative Bloq

2.GDevelop

3.Construct 3

4.GameMaker

5.Unreal Engine

+7 more

“best sites for a 13 year old to learn coding by making real video games, specific recommendations please”

0/4 platforms mentioned

Core

The Homeschooling Tech Parent · Primary Educator / Parent

ChatGPT

1.Swift Playgrounds

2.Codea

3.Scratch

4.Hopscotch

5.Roblox

+12 more

Claude

1.Unity Learn

2.Godot Engine

3.Unreal Engine

4.Epic

5.Construct 3

Gemini

1.Scratch Jr

2.iPad Pro

3.Swift Playgrounds

4.MakeCode

5.Construct 3

+10 more

AI Overviews

1.Roblox Studio

2.Unity Playground

3.Unity engine

4.Godot Engine

5.Construct 3

+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.

How to Make Games Without Programming: 10 No-Code Tools

kaopiz.com

Web1 ref

Beginning game development without ANY experience?

reddit.com

Forum1 ref

i know nothing about coding or game development ... - Reddit

reddit.com

Forum1 ref

No Code Game Makers for Beginners: Top Tools & Guide - Genies

genies.com

Web1 ref

Do I Need C++ for Unreal Engine? 2026 Guide - Visual Assist

wholetomato.com

Web1 ref

5 engines to build games without coding - Packt

packtpub.com

Web1 ref

GDevelop: Free, Fast, Easy Game Engine - No-code, AI ...

gdevelop.io

Web1 ref

I don't know where and what to do in order to start developing ...

quora.com

Web1 ref

Which is the best game engine for beginners that haven't had ...

quora.com

Web1 ref

How to make YOUR dream game with no experience - YouTube

youtube.com

Video1 ref

Best easy-to-use game engine for someone with no experience with ...

reddit.com

Forum1 ref

indie devs pick their favourite no-code game maker apps

creativebloq.com

Web1 ref

No-Code Game Makers for Beginners: Top Platforms Reviewed

genies.com

Web1 ref

How to Code Video Games: A Beginner's Guide | Twilio

twilio.com

Web1 ref

Create hit games with the power of AI with Ludo.ai

ludo.ai

Web1 ref

Competitive Landscape

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

Unity36 mentions

Godot27 mentions

Construct 325 mentions

itch.io21 mentions

GDevelop21 mentions

Unreal Engine19 mentions

Scratch17 mentions

Roblox Studio15 mentions

Steam12 mentions

Unity Learn10 mentions

CodeWisp1 mention

Brand Identity

Brand Voice & Style

How AI perceives CodeWisp's communication style and personality

CodeWisp communicates with an energetic, encouraging tone that makes coding feel fun and achievable. The brand speaks directly to young creators with casual, friendly language that celebrates creativity and experimentation. There's an emphasis on instant gratification and quick wins, making complex concepts feel approachable. The voice balances playfulness with genuine educational value, never talking down to users while keeping things light and engaging.

Core Tone Traits

Encouraging & Empowering

Celebrates user achievements and makes everyone feel capable of creating

Playful & Energetic

Uses casual language, emojis, and gaming culture references to connect with young audiences

Accessible & Beginner-Friendly

Breaks down complex concepts into simple, digestible pieces without jargon

Community-Focused

Emphasizes sharing, collaboration, and learning from fellow creators

Backing

Investors

Y Combinator

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 27, 2026.