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

Rosebud AI Inc.

Visibility41

Vibe92

Businesses/Software / Artificial Intelligence/Rosebud AI Inc.

AI Visibility & Sentiment

Rosebud AI Inc.

Rosebud AI is a platform for creating 3D games, 2D games, and interactive worlds using 'Vibe Coding'. It provides a simplified approach to game development that requires no traditional programming knowledge or software downloads, allowing users to describe their ideas and have AI generate the visuals, code, and gameplay logic.

Active Monitoring

rosebud.ai

Software / Artificial Intelligence Startups

AI Visibility Score

41/100

Moderate

Sentiment Score

92/100

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 Rosebud AI Inc. today.

Rosebud AI Inc. maintains near-total recall when users specifically search for the brand, yet struggles to capture the broader market for no-code game development and interactive NPC creation. The brand demonstrates high-intent authority among indie developers, but is consistently being overlooked in favor of traditional engines like Unity and GDevelop during critical tool-evaluation searches.

Value Proposition

Rosebud provides a fully integrated ecosystem—not just a code assistant—that handles everything from logic generation and asset creation to instant web publishing and monetization, all through natural language prompts.

Overview

Mission

To shift the balance from consumption to creation by enabling the next billion creators to build Software 3.0.

Products & Services

Rosebud Game CreatorPixelVibeAI NPC SystemAI StorybookOne-Click Publishing & MonetizationTokkingheadsRosebud for Educators3D Game MakerSprite Sheet GeneratorAI NPCs

Current State

Visibility Landscape

A high-level view of how Rosebud AI Inc. 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	34	44	45	—
Core Topics Product/service category queries	0	0	39	—
Growth Areas Adjacent, aspirational & visionary	0	49	55	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

—

Core Topics

Product/service category queries

—

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

Unity

46 mentions

GDevelop

42 mentions

Godot

32 mentions

Construct 3

25 mentions

Buildbox

21 mentions

itch.io

21 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Achieved top-tier relevance (position #1) across ChatGPT, Claude, and Gemini when users explicitly query for 'Rosebud AI Inc.'

Strength

Strong performance in the 'no-code game idea' category, particularly with the Aspiring Indie Game Developer persona who prioritizes conceptual ideation.

Strength

High visibility on Gemini for sprite sheet generation tasks, proving a foothold in specific creative asset workflows.

Recommended Actions

Produce authoritative, comparative technical content centered on 'Rosebud AI vs. Traditional Game Engines.'

The data shows developers actively comparing platforms; appearing in these queries is essential to moving Rosebud from an 'idea tool' to an 'execution platform.'

Optimize semantic SEO and AI-context for 'AI-powered NPC integration' and 'interactive storytelling.'

Rosebud currently has zero visibility in these high-value categories, despite them being core components of modern game development.

Create detailed 'How-to' guides for technical prototype evaluators on asset generation.

While current visibility is strong with beginners, capturing the Technical Prototype Evaluator persona will require demonstrating depth beyond basic sprite sheet generation.

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

No Code Game Development & Prototyping(3 queries)

“what are the best tools for making a 3d game without knowing how to code”

0/3 platforms mentioned

Core

ChatGPT

1.Buildbox

2.Unreal (Unreal Engine 5)

3.Unity

4.GDevelop

5.Construct 3

+1 more

Claude

1.Unreal Engine 5

2.Unity

3.Core

4.Buildbox

5.Roblox Studio

+1 more

Gemini

1.Roblox

2.Unreal Engine 5 (Blueprints)

3.Fortnite

4.Quixel Megascans

5.Unity (Visual Scripting, Bolt)

+7 more

“recommend some platforms where i can describe a game idea and have it built for me”

2/3 platforms mentioned

Core

ChatGPT

1.Star

2.SEELE AI

3.GDevelop

4.Google Project Genie

5.Buildbox

+5 more

Claude

1.Rosebud AI

2.GameGen

3.Buildbox AI

4.Inworld

5.Unity (Unity Connect)

+9 more

Gemini

1.Rosebud AI Inc.

2.Exists.ai

3.Chaotix.ai

4.Upwork

5.Fiverr

+8 more

“what is the best sprite sheet generator that works with ai to make custom game art”

1/3 platforms mentioned

Adjacent

ChatGPT

1.SpriteFlow

2.Unity

3.Godot

4.AutoSprite

5.GameMaker

+6 more

Claude

1.PixelLab

2.Scenario.gg

3.Midjourney

4.TexturePacker

5.Stable Diffusion

+9 more

Gemini

1.Scenario.ai

2.PixelLab.ai

3.Aseprite

4.Ludo.ai

5.Sprite-AI

8.Rosebud AI (PixelVibe)

+4 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.

Buildbox

en.wikipedia.org

Wiki1 ref

Make Games Without Programming

hblabgroup.com

Web1 ref

GDevelop

en.wikipedia.org

Wiki1 ref

Why Isnt Gdevelop Considered A Top Tier Engine Yet

reddit.com

Forum1 ref

AI For Game Developers The 2025 Practical Guide.Pdf

burtonsmediagroup.com

Web1 ref

19ajc93

reddit.com

Forum1 ref

OpenSpace3D

en.wikipedia.org

Wiki1 ref

1h4hj7k

reddit.com

Forum1 ref

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

kaopiz.com

Web1 ref

Top 5 Free No Code Game Development Tools

news.viverse.com

Web1 ref

Best No Code Game Makers For Beginners: A Comprehensive Guide - Genies

genies.com

Web1 ref

Best No-Code Game Engines - 2025 Review

shno.co

Web1 ref

GDevelop: Free, Fast, Easy Game Engine - No-code, AI-assisted, Lightweight, Super Powerful | GDevelop

gdevelop.io

Web1 ref

The Open-Source, No-Code game engine. | GDevelop

gdevelop.io

Web1 ref

The Best No-Code Game Engines in 2023: Coding-Free Game Development | Directual blog

directual.com

Web1 ref

Competitive Landscape

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

Unity46 mentions

GDevelop42 mentions

Godot32 mentions

Construct 325 mentions

Rosebud AI Inc.24 mentions

Buildbox21 mentions

itch.io21 mentions

GameMaker19 mentions

Unreal18 mentions

Unreal Engine15 mentions

Ludo.ai14 mentions

Brand Identity

Brand Voice & Style

How AI perceives Rosebud AI Inc.'s communication style and personality

Rosebud AI communicates with an innovative, empowering, and highly accessible tone. It positions itself as a bridge between imagination and creation, speaking directly to creators, hobbyists, and developers who want to build without technical barriers. The voice is enthusiastic and forward-thinking, emphasizing the ease and speed of 'vibe coding' while maintaining a supportive and community-focused personality that celebrates user-generated content.

Core Tone Traits

Empowering & Accessible

Focuses on removing technical barriers and making game development feel achievable for everyone.

Innovative & Forward-thinking

Highlights the cutting-edge nature of AI-driven creation and 'vibe coding'.

Community-Centric

Celebrates the vast library of user-created projects and collaborative spirit.

Enthusiastic & Creative

Uses energetic language to inspire users to turn their ideas into playable worlds.

Backing

Investors

Weekend Fund

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 March 20, 2026.

Start getting recommended by AI

Enter your website to see exactly what ChatGPT, Claude, and Gemini say about your business. Free, instant, and eye-opening.

Free visibility scanResults in 2 minutesNo credit card required

Frequently asked questions

Don't see your question? Book a demo and we'll walk you through it.