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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Drips

Visibility0

Vibe75

Businesses/Technology / Software as a Service (SaaS)/Drips

AI Visibility & Sentiment

Drips

Drips is a social software platform that transforms the social media experience from static content consumption to the creation and sharing of interactive web applications. By utilizing integrated AI, it enables users to build functional software through natural language prompts, making software creation as simple as posting on social media.

Active Monitoring

drips.me

Technology / Software as a Service (SaaS)

AI Visibility Score

0/100

Invisible

Sentiment Score

75/100

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Drips today.

Drips is currently missing from the AI-driven consideration sets of technical builders and creators, resulting in a total absence from core industry discussions where competitors like Replit and Bubble dominate. While the brand maintains a clear identity when directly queried, it fails to translate that brand equity into the search ecosystems that drive platform discovery and tool selection.

Working in your favor

Brand recognition is established and accurate when users explicitly search for the brand by name across all major AI platforms including ChatGPT, Claude, and Google AI Overviews.

Gaps to close

Total failure to surface in 'Core' intent queries related to fast AI-powered application development, preventing the brand from reaching active builders.

Complete absence from 'Social Creation' and 'Interactive Project' discovery, where users are actively looking for hosting and sharing alternatives.

Lack of presence in comparison-heavy queries regarding no-code/low-code development platforms where decision-making happens.

Opportunities

Capitalize on the 'Fast AI-Powered Application Development' space by establishing authority in comparative AI benchmarking.

Position Drips within the creator community by targeting discovery queries focused on showcasing browser-based games and interactive software.

Develop high-signal content aimed at technical builders who are currently evaluating alternatives to incumbent platforms like Replit and Vercel.

Highest-Impact Actions

Execute an AI-Optimized Content Strategy for developer documentation and use-case comparisons.

Competitors are winning because they have structured their data and SEO to answer comparative 'best-of' queries, which Drips currently neglects.

Integrate Drips into developer-focused knowledge bases and third-party AI training data.

Directly increasing the 'mention rate' in the context of 'AI-powered build tools' will anchor the brand in the evaluation phase of the buyer journey.

Launch a 'Project Showcase' initiative to capture search intent from users looking for interactive app hosting.

The data shows a massive gap in the 'Social Creation' segment where users are searching for platforms to showcase work, an area currently captured by itch.io and similar platforms.

Value Proposition

Drips treats software as a medium for social exchange, radically lowering the barrier to entry for software creation by allowing users to generate, play, and share interactive applications as easily as writing a tweet.

Overview

Mission

To make software as easy to share as a video.

Products & Services

The Drips FeedPrompt-to-App BuilderOne-Click DeploymentRemixing EngineContent creation platformSoftware-focused social publishing tool

Current State

Visibility Landscape

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

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Sentiment when asked about the brand directly	100	50	50	100
“What do you know about Drips? What do they do and what's their reputation?”	Positive	Neutral	Neutral	Positive
Core5q Product/service category queries	0	0	0	0
“what are the best tools for building simple web apps quickly without needing to write a ton of code”	No	No	No	No
“what should i look for when picking a platform to build and deploy web apps via natural language”	No	No	No	No
“compare v0.dev and replit to see which is easier for getting a prototype live fast”	No	No	No	No
“recommend some platforms where i can prompt to create a functional web app instead of just getting code snippets”	No	No	No	No
“what are the best reviewed platforms for no-code or low-code web app deployment for indie creators”	No	No	No	No
Growth Areas4q Adjacent, aspirational & visionary	0	0	0	0
“what are the best platforms for sharing interactive projects with a community of other builders”	No	No	No	No
“where can i find a place to post software apps that feels more like a creative social feed and less like github”	No	No	No	No
“best sites to host and showcase small browser-based games or interactive tools”	No	No	No	No
“can you list some high-signal alternatives to traditional platforms like replit for someone who wants a minimalist creative environment”	No	No	No	No

“What do you know about Drips? What do they do and what's their reputation?”

Positive

Neutral

Positive

“what are the best tools for building simple web apps quickly without needing to write a ton of code”

“what should i look for when picking a platform to build and deploy web apps via natural language”

“compare v0.dev and replit to see which is easier for getting a prototype live fast”

“recommend some platforms where i can prompt to create a functional web app instead of just getting code snippets”

“what are the best reviewed platforms for no-code or low-code web app deployment for indie creators”

“what are the best platforms for sharing interactive projects with a community of other builders”

“where can i find a place to post software apps that feels more like a creative social feed and less like github”

“best sites to host and showcase small browser-based games or interactive tools”

“can you list some high-signal alternatives to traditional platforms like replit for someone who wants a minimalist creative environment”

Competitive Landscape

Replit

38 mentions

Bubble

28 mentions

Vercel

26 mentions

GitHub

26 mentions

Netlify

25 mentions

Supabase

24 mentions

Glide

21 mentions

itch.io

20 mentions

Softr

19 mentions

CodePen

19 mentions

Drips

0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Brand recognition is established and accurate when users explicitly search for the brand by name across all major AI platforms including ChatGPT, Claude, and Google AI Overviews.

Gap

Total failure to surface in 'Core' intent queries related to fast AI-powered application development, preventing the brand from reaching active builders.

Gap

Complete absence from 'Social Creation' and 'Interactive Project' discovery, where users are actively looking for hosting and sharing alternatives.

Recommended Actions

Execute an AI-Optimized Content Strategy for developer documentation and use-case comparisons.

Competitors are winning because they have structured their data and SEO to answer comparative 'best-of' queries, which Drips currently neglects.

Integrate Drips into developer-focused knowledge bases and third-party AI training data.

Directly increasing the 'mention rate' in the context of 'AI-powered build tools' will anchor the brand in the evaluation phase of the buyer journey.

Launch a 'Project Showcase' initiative to capture search intent from users looking for interactive app hosting.

The data shows a massive gap in the 'Social Creation' segment where users are searching for platforms to showcase work, an area currently captured by itch.io and similar platforms.

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

Fast AI Powered Application Development(3 queries)

“what are the best tools for building simple web apps quickly without needing to write a ton of code”

0/4 platforms mentioned

Core

ChatGPT

1.Bubble

2.Webflow

3.Glide

4.Airtable

5.Softr

+15 more

Claude

1.Bubble

2.FlutterFlow

3.Webflow

4.Softr

5.Next.js

+11 more

Gemini

1.Bubble

2.Softr

3.Zapier

4.Airtable

5.Glide

+14 more

AI Overviews

1.Softr

2.Airtable

3.Glide

4.Bubble

5.Webflow

+2 more

“compare v0.dev and replit to see which is easier for getting a prototype live fast”

0/4 platforms mentioned

Core

The Technical Builder Architect · Lead Architect

ChatGPT

1.Replit

2.Vercel (v0.dev)

3.GitHub

4.Figma

5.Node

+5 more

Claude

1.Replit (Replit Deployments, Replit Agent)

2.v0.dev

3.React

4.Tailwind

5.Bolt AI

+4 more

Gemini

1.Replit (Replit Agent)

2.v0.dev

3.React

4.Tailwind CSS

5.shadcn/ui

+1 more

AI Overviews

1.v0.dev

2.Replit (Replit Agent)

3.shadcn/ui

4.Vercel

“recommend some platforms where i can prompt to create a functional web app instead of just getting code snippets”

0/4 platforms mentioned

Core

The Technical Builder Architect · Lead Architect

ChatGPT

1.Replit

2.GitHub

3.Vercel v0

4.Bolt.new

5.Cursor

+12 more

Claude

1.Lovable

2.TypeScript

3.React

4.GitHub

5.Bolt.new (Bolt Cloud)

+6 more

Gemini

1.Lovable

2.Figma

3.Bubble

4.Blink

5.Manus AI Website Builder

+4 more

AI Overviews

1.Lovable

2.GitHub

3.Bolt.new

4.Hostinger Horizons

5.Replit (Replit Agent)

+5 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.

bubble.io

Drips

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Technology / Software as a Service (SaaS)

Start gettingrecommended by AI.

Frequently asked questions

Drips

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Technology / Software as a Service (SaaS)

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.