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

Sparkles

Visibility0

Vibe60

Businesses/Software & Technology/Sparkles

AI Visibility & Sentiment

Sparkles

Sparkles is an AI-powered development environment that enables non-technical team members to safely contribute to codebases without risking production. It provides secure sandboxes, real-time previews, and one-click deploys to bridge the gap between engineers and the rest of the team.

Active Monitoring

sparkles.dev

Software & Technology YC25-26

AI Visibility Score

0/100

Invisible

Sentiment Score

60/100

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 Sparkles today.

Sparkles is currently a ghost within the AI search ecosystem, failing to surface in 100% of category-specific queries on ChatGPT, Claude, and AI Overviews. While LLMs recognize the brand name in direct 'vibe checks,' the total lack of recommendation for high-intent product management and engineering workflows allows competitors like Contentful and Webflow to dominate the narrative unchecked.

Value Proposition

Make everyone on your team a developer without breaking anything on prod - safe sandboxes and AI-powered coding assistance let non-engineers build and ship features safely.

Overview

Mission

Democratize software development by giving entire teams the power to build without risk, eliminating engineering bottlenecks while maintaining code safety.

Products & Services

AI-powered coding assistantSecure sandbox development environmentsGitHub repository integrationOne-click deployment systemTeam collaboration platform for code changes

Current State

Visibility Landscape

A high-level view of how Sparkles 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	0	0	0
Core Topics Product/service category queries	0	0	18	0
Growth Areas Adjacent, aspirational & visionary	0	0	0	0

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

Competitive Landscape

Contentful

24 mentions

LaunchDarkly

19 mentions

Webflow

19 mentions

GitHub

16 mentions

Framer

15 mentions

Vercel

14 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Retains basic brand identity recognition in direct inquiries on ChatGPT and Claude, indicating the models have ingested the brand name but lack the context to recommend it for specific problems.

Strength

Achieved a minor 8% visibility footprint with 'The Lean Startup Founder' persona on Gemini, specifically relating to empowering non-technical contributors.

Gap

Total absence from the 'Safety-First Engineering Director' and 'Agile Product Manager' personas, leaving the brand out of the conversation for enterprise-grade and infrastructure-focused decisions.

Recommended Actions

Optimize technical documentation for LLM discovery focusing on 'Empowering Non-Technical Contributors.'

Sparkles showed a flicker of life in this category on Gemini; doubling down here provides the fastest path to establishing a foothold in a niche that competitors are already dominating.

Develop and index long-form comparative content against Contentful and LaunchDarkly.

Since these competitors have high visibility and strong average positions, Sparkles must explicitly define its 'better-than' narrative to be picked up by LLMs during multi-tool comparison queries.

Execute a 'Knowledge Graph' cleanup to link the Sparkles brand name with 'Infrastructure & Deployment Automation.'

The models currently know what Sparkles is but don't know what it does; bridging this gap is essential for moving from brand-check hits to category-recommendation hits.

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

Empowering Non Technical Contributors(3 queries)

“how can my non-technical product managers help update our website code safely”

0/4 platforms mentioned

Adjacent

ChatGPT

1.Jira

2.GitHub Issues

3.Asana

4.Trello

5.Notion

+34 more

Claude

1.Webflow

2.Wix

3.Squarespace

4.Framer

5.Contentful

+3 more

Gemini

1.Contentful

2.Strapi

3.Sanity.io

4.GitHub

5.GitLab

+10 more

AI Overviews

1.Goodspeed Studio

2.Contentful

3.Strapi

4.Webflow

5.Framer

+11 more

“best ways to let marketing teams make small UI changes without bugging the developers every time”

0/4 platforms mentioned

Core

The Agile Product Manager · Senior Product Manager

ChatGPT

1.Builder.io

2.Storyblok

3.Sanity

4.LaunchDarkly

5.GrowthBook

+8 more

Claude

1.Contentful

2.Strapi

3.TinaCMS

4.Webflow

5.Sanity.io

+9 more

Gemini

1.React

2.v0

3.Bolt

4.Builder.io

5.Git

+13 more

AI Overviews

1.Webflow

2.Instapage

3.Contentful

4.Sanity

5.The Home of No-Code

+10 more

“tools that allow non-developers to safely contribute to a github repo without technical setup”

0/4 platforms mentioned

Core

ChatGPT

1.GitHub

2.Slack

3.CodeSandbox

4.Zapier

5.Netlify CMS

+18 more

Claude

1.GitHub Web Editor

2.GitHub Codespaces

3.Vercel

4.Stackblitz Web Containers

5.Framer

+2 more

Gemini

1.Git

2.React

3.GitHub

4.Plasmic

5.Slack

+10 more

AI Overviews

1.GitHub

2.Netlify CMS

3.Decap CMS

4.Lovable

5.Superblocks

+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.

dockyard.com

Web1 ref

www.eugenelymar.pm

eugenelymar.pm

Web1 ref

How Non-Tech Teams Manage Websites with No-Code Tools

goodspeed.studio

Web1 ref

6 Best Website Change Monitoring Software Tools for 2024 - Nexcess

stg-marketing.nexcess.net

Web1 ref

Five Necessary Technical Skills For Non-Technical Product ...

eugenelymar.pm

Web1 ref

Decoding Engineering: A Guide for Product Managers Without a ...

dockyard.com

Web1 ref

CMS Security: How to Keep Your Website Safe - Strapi

strapi.io

Web1 ref

Some Core Technical Concepts For The Non ... - Medium

medium.com

Blog1 ref

Product Page Updates from PIM to CMS in Real Time - OneTeg

oneteg.com

Web1 ref

10 Best Website & App Monitoring & Alerting Tools

ventureharbour.com

Web1 ref

Top SEO Change Detection Tools in 2026 - UptimeRobot

uptimerobot.com

Web1 ref

Can I update my website content without technical knowledge?

quora.com

Web1 ref

What to Consider When Updating a Content Management ...

solutionsreview.com

Web1 ref

From data to decisions: How to communicate findings to non ...

statsig.com

Web1 ref

Visualping - Chrome Web Store

chromewebstore.google.com

Web1 ref

Competitive Landscape

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

Contentful24 mentions

LaunchDarkly19 mentions

Webflow19 mentions

GitHub16 mentions

Framer15 mentions

Vercel14 mentions

Strapi13 mentions

Builder.io13 mentions

Sanity13 mentions

React13 mentions

Sparkles1 mention

Brand Identity

Brand Voice & Style

How AI perceives Sparkles's communication style and personality

Sparkles communicates with a playful, approachable tone that makes technical concepts feel accessible and fun. The brand uses friendly, conversational language with a touch of whimsy (reflected in their colorful character mascots) while maintaining credibility through clear explanations of their technology. They emphasize empowerment and safety, reassuring users that they can contribute meaningfully without fear of breaking things.

Core Tone Traits

Playful & Whimsical

Uses fun character mascots and lighthearted language to make development feel approachable

Empowering & Encouraging

Focuses on what users CAN do rather than limitations, building confidence

Clear & Accessible

Explains technical concepts in simple terms without jargon or condescension

Reassuring & Safe

Consistently emphasizes safety, security, and risk-free experimentation

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.