across ChatGPT, Claude, Perplexity, Google AI Overviews
ChatGPT
36.7
15/15 answered
Claude
54.7
15/15 answered
Perplexity
60.0
15/15 answered
Google AI Overviews
80.7
14/15 answered
AI Overview appeared on 14/15 searches
Share of voice
TurboStarter (you)36%Seen in 64% of answers · cited 44%
Makerkit28%Seen in 63% of answers · cited 30%
Supastarter17%Seen in 46% of answers · cited 13%
ShipFast13%Seen in 41% of answers · cited 5%
SaaS Pegasus7%Seen in 19% of answers · cited 7%
Prompts you're losing
“What are the fastest ways to build and deploy a production-ready AI SaaS application?”0.0
“How do ShipFast, Makerkit, Supastarter, and SaaS Pegasus compare for deployment speed and built-in SaaS features?”15.0
“What should I look for in a SaaS starter kit with authentication, billing, teams, and admin features?”25.0
“Which SaaS starter kit makes it easiest to use AI coding tools while maintaining a production-ready codebase?”26.7
“ShipFast vs Makerkit vs Supastarter vs SaaS Pegasus: which SaaS starter kit is best for an AI SaaS product?”30.0
Every question, every engine
15 questions · 59 answers · you appear in 38 · Makerkit in 37
“What are the best AI-first cross-platform SaaS starter kits for launching web, mobile, and browser extension products?”ChatGPT: cited youClaude: cited youPerplexity: cited youGoogle AI Overviews: cited you
“Which SaaS starter kit is best for building an AI-powered web and mobile application quickly?”ChatGPT: cited youClaude: cited youPerplexity: cited youGoogle AI Overviews: cited you
“AI-first SaaS starter kits vs traditional boilerplates: which is better for accelerating product development?”ChatGPT: absentClaude: absentPerplexity: cited youGoogle AI Overviews: cited you
“What should I look for in a SaaS starter kit with authentication, billing, teams, and admin features?”ChatGPT: absentClaude: absentPerplexity: absentGoogle AI Overviews: cited you
“What are the top SaaS starter kits for AI coding tools in 2026?”ChatGPT: absentClaude: cited youPerplexity: cited youGoogle AI Overviews: cited you
“ShipFast vs Makerkit vs Supastarter vs SaaS Pegasus: which SaaS starter kit is best for an AI SaaS product?”ChatGPT: absentClaude: cited youPerplexity: absentGoogle AI Overviews: cited you
“What is the best cross-platform SaaS boilerplate for launching a production-ready web app, mobile app, and browser extension?”ChatGPT: cited youClaude: cited youPerplexity: cited youGoogle AI Overviews: cited you
“Which SaaS starter kits integrate well with AI coding assistants such as Cursor, Claude, and GitHub Copilot?”ChatGPT: absentClaude: absentPerplexity: cited youGoogle AI Overviews: cited you
“What are the fastest ways to build and deploy a production-ready AI SaaS application?”ChatGPT: absentClaude: absentPerplexity: absentGoogle AI Overviews: absent
“Best SaaS starter kit for adding user authentication, subscription billing, team workspaces, and an admin dashboard?”ChatGPT: absentClaude: cited youPerplexity: absentGoogle AI Overviews: cited you
“What is the best SaaS starter kit for a solo founder building an AI-powered product?”ChatGPT: cited youClaude: cited youPerplexity: cited youGoogle AI Overviews: cited you
“Which cross-platform SaaS boilerplates support web, React Native mobile, and browser extension development?”ChatGPT: named youClaude: cited youPerplexity: cited youGoogle AI Overviews: named you
“How do ShipFast, Makerkit, Supastarter, and SaaS Pegasus compare for deployment speed and built-in SaaS features?”ChatGPT: absentClaude: absentPerplexity: absentGoogle AI Overviews: cited you
“What are the best AI SaaS development starter kits for a small startup team?”ChatGPT: cited youClaude: cited youPerplexity: cited youGoogle AI Overviews: cited you
“Which SaaS starter kit makes it easiest to use AI coding tools while maintaining a production-ready codebase?”ChatGPT: absentClaude: absentPerplexity: cited youGoogle AI Overviews: no answer
Your top fixes
Publish a comparison page targeting “What are the fastest ways to build and deploy a production-ready AI SaaS application?”
Page outline, headings, and JSON-LD schema tuned to win this prompt. Included in the full fix plan.
Add an FAQ block answering “How do ShipFast, Makerkit, Supastarter, and SaaS Pegasus compare for deployment speed and built-in SaaS features?”
Copy-ready FAQ with FAQPage JSON-LD markup. Included in the full fix plan.
Ship an llms.txt so AI engines describe TurboStarter accurately
A generated llms.txt tailored to your product and use cases. Included in the full fix plan.