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

Supabase

Visibility83

Vibe98

Businesses/Software/Supabase

AI Visibility & Sentiment

Supabase

Supabase is an open-source Postgres development platform that provides developers with a complete backend infrastructure including database, authentication, instant APIs, edge functions, realtime subscriptions, storage, and vector embeddings. It enables rapid application development with the tagline 'Build in a weekend, scale to millions.'

Active Monitoring

supabase.com

Software Startups

AI Visibility Score

83/100

Excellent

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Supabase today.

Supabase has achieved near-total dominance as the AI-recommended backbone for rapid application development, maintaining a 100% mention rate among junior developers and solo founders. While the brand is the definitive 'Firebase alternative' across all platforms, it faces a significant visibility cliff in enterprise architecture queries where average rankings drop to 7.3 and sentiment becomes inconsistent.

Working in your favor

Total saturation of the 'Rapid Backend Deployment' market with #1 rankings across ChatGPT, Gemini, and AIOverviews.

Unmatched authority for the Junior Full-Stack Developer persona with an industry-leading average position of 1.4.

Consistently cited as the primary alternative in 'best reviewed Firebase alternatives' queries, effectively capturing competitor market share.

Gaps to close

A massive ranking failure in ChatGPT for RAG and Vector search queries, plummeting to position #36 compared to Gemini's #3.

Weakest performance among Enterprise Platform Architects, characterized by a lower 75% mention rate and mixed sentiment.

Claude sentiment is notably 'mixed' across multiple queries, suggesting a disconnect in how the brand's technical documentation is ingested by Anthropic's model.

Opportunities

Target the 'Enterprise Platform Architect' persona by emphasizing security and scalability features to flip the mixed sentiment to positive.

Aggressively optimize technical content for RAG and Vector search to recover visibility in ChatGPT and solidify the 'AI-Ready Database' narrative.

Leverage the high visibility in AIOverviews (92%) to drive traffic to high-conversion comparison landing pages.

Highest-Impact Actions

Audit and restructure Vector/RAG documentation for ChatGPT indexing.

Supabase's position #36 in ChatGPT for RAG queries is a critical failure that cedes the generative AI infrastructure market to competitors like Neon or Pinecone.

Launch an enterprise-focused content series specifically targeting architectural scalability.

The lower visibility (75%) and poor ranking (7.3) with Enterprise Architects indicate that AI models do not yet see Supabase as a primary solution for large-scale production environments.

Investigate and remediate Claude's mixed sentiment signals.

While other platforms show positive sentiment, Claude's mixed rating suggests the model is surfacing legacy issues or specific technical critiques that need to be addressed via updated documentation and PR.

Value Proposition

An open-source Firebase alternative that combines the power and reliability of PostgreSQL with modern developer tools, enabling teams to build production-ready applications quickly while maintaining full data portability and avoiding vendor lock-in

Overview

Mission

Supabase is built in the open because we believe great developer tools should be transparent, inspectable, and owned by the community.

Products & Services

Postgres Database hosting and managementAuthentication and user managementEdge Functions for serverless computeRealtime subscriptions and data syncFile StorageVector database for AI applications

Current State

Visibility Landscape

A high-level view of how Supabase 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
Core5q Product/service category queries	88	81	95	89
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

Competitive Landscape

Supabase44 mentions

Firebase33 mentions

Clerk17 mentions

PostgreSQL17 mentions

Firestore16 mentions

Prisma16 mentions

Vercel16 mentions

Next.js16 mentions

Neon15 mentions

Appwrite13 mentions

Auth012 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Total saturation of the 'Rapid Backend Deployment' market with #1 rankings across ChatGPT, Gemini, and AIOverviews.

Strength

Unmatched authority for the Junior Full-Stack Developer persona with an industry-leading average position of 1.4.

Strength

Consistently cited as the primary alternative in 'best reviewed Firebase alternatives' queries, effectively capturing competitor market share.

Recommended Actions

Audit and restructure Vector/RAG documentation for ChatGPT indexing.

Supabase's position #36 in ChatGPT for RAG queries is a critical failure that cedes the generative AI infrastructure market to competitors like Neon or Pinecone.

Launch an enterprise-focused content series specifically targeting architectural scalability.

The lower visibility (75%) and poor ranking (7.3) with Enterprise Architects indicate that AI models do not yet see Supabase as a primary solution for large-scale production environments.

Investigate and remediate Claude's mixed sentiment signals.

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

Rapid Backend Deployment(2 queries)

“i'm building a react app and need a database and user login setup fast, what should i use?”

4/4 platforms mentioned

Core

ChatGPT

1.Supabase

2.Postgres

3.Firebase

4.Clerk

5.Firestore

+17 more

Claude

1.Firebase

2.Firestore

3.Realtime Database

4.Supabase

5.NextAuth.js

+2 more

Gemini

1.Supabase

2.Firebase

3.Appwrite

4.Convex

5.Clerk

+2 more

AI Overviews

1.Supabase

2.PostgreSQL

3.Firebase

4.Firestore

5.Appwrite

+6 more

“what's the best backend stack for a solo developer trying to launch an app in a few days?”

4/4 platforms mentioned

Core

The Bootstrapped SaaS Founder · Founder & Lead Developer

ChatGPT

1.React

2.Next.js

3.Vercel

4.Supabase

5.Tailwind

+25 more

Claude

1.Next.js

2.Vercel

3.Supabase

4.Firebase

5.Supabase Auth

+3 more

Gemini

1.Supabase

2.Next.js

3.PostgreSQL

4.Firebase

5.Prisma

+17 more

AI Overviews

1.Supabase

2.Firebase

3.Ruby on Rails

4.Django

5.Next.js

+3 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.

Supabase

supabase.com

Supabase

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Software

Start gettingrecommended by AI.

Frequently asked questions

Supabase

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Software

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.